Deep ensemble machine learning (DEML) for estimating environmental exposure - Session 2

R package ‘deeper’ install

Before installation, please make sure:

• using R (>= 3.5.0)

• installed certain dependent R packages: devtools, SuperLearner(>= 2.0-28)

• installed other suggested R packages: pacman, caret, skimr, CAST, ranger, gbm, xgboost, hexbin, (nnls, foreach, splines, gam)

# check the package installation
#install.packages("pacman")
library(pacman)
p_load("devtools","SuperLearner","ranger","CAST","caret","skimr","gbm","xgboost","hexbin")

Using the following syntax to install deeper R package:

library(devtools)
install_github("Alven8816/deeper")

The developing version of deeper can be found from github.

Activity

Install deeper R package.

The advantage of DEML

• Outstanding model performance. DEML is an extension of a SuperLearner(SL) ensemble algorithm (Naimi and Balzer 2018; Polley and Van Der Laan 2010; Van der Laan et al. 2007) by introducing the neural network hierarchy structure. Generally, it achieved higher estimation accuracy than SL and other single ML models.

• Assessing constructed individual models simultaneously. DEML can evaluate the performance of all constructed individual models simultaneously and generate the optimal weights for each model.

• Customizing diverse hierarchy structure and algorithms. You can modify the structure of DEML and achieve the best one for your tasks.

• Minimizing errors from empirical experience. DEML not only evaluates the performance of all constructed models simultaneously but also automatically selects an optimal integration, as well as the selection of hyper-parameters.

• Easy to use and extent. You do not need to have a high-steep learning curve to learn how it works.

The details about the DEML can be found here.

The DEML framework

The DEML framework proposed above is a three-level stacked ensemble approach. It is based on the SuperLearner(SL) ensemble algorithm (Naimi and Balzer 2018; Polley and Van Der Laan 2010; Van der Laan et al. 2007) introduced in the neural network hierarchy structure.

Basic steps for DEML

• Step 1. Data preparation

Including data collection, data clean, setting trianing and testing dataset, and independent variables selection.

Note: DEML could not directly deal with missing values and missing value imputation technologies is recommended prior to the use of the DEML model.

• Step 2. Establish base models

Using predictModel() or predictModel_parallel() to establish the base models. A tuningModel() function can be used to tuning the parameters to get the best single base model.

• Step 3. Stacking meta models

We use stack_ensemble(),stack_ensemble.fit(), or stack_ensemble_parallel() function to stack the meta models to get a DEML model.

• Step 4. Prediction based on new data set

After establishment of DEML model, the predict() can be used predict the unseen data set.

To assess the performance of the models, assess.plot() can be used by comparing the original observations (y in test set) and the prediction. The assess.plot() also return the point scatter plot.

Algorithms selection

# Our models are based on 'SuperLearner' R package
data(model_list) # to get "model_details" file on the algorithms packages

parameter	algorithm	required package	types
SL.bayesglm	Bayesian generalized linear regression	arm	R
SL.biglasso	Extending Lasso Model Fitting to Big Data	biglasso	R
SL.caret	random Forest as default	caret	R
SL.caret.rpart	decision trees as default	caret	R
SL.cforest	Breiman’s random forests	party	R
SL.earth	Multivariate Adaptive Regression Splines	earth	R
SL.gam	generalized additive models	gam	N
SL.gbm	generalized boosting algorithm	gbm	R
SL.glm	generalized linear models	NA	R
SL.glm.interaction	generalized linear models	NA	R
SL.ipredbagg	Bootstrap aggregation (bagging)	ipred	R
SL.kernelKnn	Kernel k Nearest Neighbors	kernelknn	C
SL.ksvm	Kernlab’s SVM Algorithm	kernlab	R
SL.lda	Linear discriminant analysis, used for classification	MASS	C
SL.lm	OLS via lm(),be faster than glm()	NA	R
SL.loess	Local Regression is a non-parametric approach that fits multiple regressions in local neighborhood	loess	N
SL.logreg	Logic Regression	LogicReg	N
SL.mean	mean value	NA	R
SL.nnet	Feed-Forward Neural Networks and Multinomial Log-Linear Models	nnet	N
SL.nnls	Non-negative least squares algorithm	nnls	N
SL.polymars	Polynomial Spline Routines	polspline	R
SL.qda	Quadratic discriminant analysis, used for classification	MASS	C
SL.randomForest	random Forest	randomForest	R
SL.ranger	a fast implementation of Random Forest	ranger	R
SL.ridge	ridge regression	MASS	N
SL.rpart	Decision Trees	rpart	R
SL.rpartPrune	Decision Trees with prune	rpart	R
SL.speedglm	fast version of glm()	speedglm	N
SL.speedlm	fast version of lm()	speedglm	N
SL.step	regression with step	NA	R
SL.step.forward	regression with step forward	NA	R
SL.step.interaction	regression with step interaction	NA	R
SL.stepAIC	regression with stepAIC	MASS	R
SL.svm	svm	e1071	N
SL.xgboost	xgboost	xgboost	R

In the ‘type’ column, “R”: can be used for regression or classification;“N”: can be used for regression but variables require to be numeric style; “C”: just used in classification.

Example:

To estimate the daily ambient PM2.5 in the northeast of China in 2015-2016

1. Data preparation

# load library
library(ggplot2)
library(caret)
library(skimr)
library(CAST)
library(SuperLearner)
library(hexbin)

library(deeper)

data("envir_example")

date	code	year	month	week	PM2.5	c_AOD	TEMP	AP	RH	elevation	WS	a_buffer10
2/01/2015	1001A	2015	1	5	51.260870	0.2191133	-2.7578190	1012.1792	30.501541	45	1.6981146	68
3/01/2015	1001A	2015	1	6	154.041667	0.9245346	-3.7570234	1000.7333	43.591435	45	0.9536832	68
4/01/2015	1001A	2015	1	0	151.916667	0.3927248	-1.2981504	999.6592	43.221690	45	1.3580554	68
6/01/2015	1001A	2015	1	2	39.545455	0.3009302	-2.2188222	1010.8966	20.394366	45	2.7473587	68
8/01/2015	1001A	2015	1	4	148.380952	1.0532465	-3.5226464	1012.8126	54.778209	45	1.1803217	68
9/01/2015	1001A	2015	1	5	87.782609	0.1762094	-1.5934017	1011.9749	37.704168	45	2.1804410	68
10/01/2015	1001A	2015	1	6	258.166667	0.4545863	0.4196719	1006.0204	35.652642	45	1.9426563	68
11/01/2015	1001A	2015	1	0	41.913044	0.3188900	0.6478310	1015.1416	36.257478	45	2.0180428	68
12/01/2015	1001A	2015	1	1	102.210526	0.8257557	-3.2518236	1019.2709	57.227321	45	1.3070963	68
13/01/2015	1001A	2015	1	2	156.833333	2.1936942	-3.3905531	1014.7667	63.975585	45	1.1262513	68
16/01/2015	1001A	2015	1	5	116.590909	0.3079146	-2.1532049	1012.0368	49.540614	45	3.8807472	68
17/01/2015	1001A	2015	1	6	68.125000	0.8606775	-4.1322146	1014.9994	39.614220	45	1.9945184	68
19/01/2015	1001A	2015	1	1	47.217391	0.3827471	-0.9042627	1008.1785	37.912289	45	1.6696485	68
20/01/2015	1001A	2015	1	2	84.833333	0.7469321	-2.3398858	1005.2715	58.546365	45	1.7467501	68
21/01/2015	1001A	2015	1	3	15.565217	0.2071401	-0.6636745	1010.8518	39.960673	45	2.7599604	68
22/01/2015	1001A	2015	1	4	114.347826	0.4705506	-2.8899570	1007.8065	50.307533	45	1.5032883	68
27/01/2015	1001A	2015	1	2	18.583333	0.1891803	-5.6838047	1019.4059	29.233414	45	2.9240867	68
28/01/2015	1001A	2015	1	3	38.217391	0.7329633	-4.0320938	1016.7627	33.092514	45	1.4180907	68
29/01/2015	1001A	2015	1	4	70.380952	0.2989347	-2.2074631	1012.4569	42.289530	45	2.4448385	68
30/01/2015	1001A	2015	1	5	11.826087	0.1792027	-4.1416374	1018.4851	28.132200	45	2.6196466	68
31/01/2015	1001A	2015	1	6	34.791667	0.2690017	-4.9492986	1021.0109	29.049652	45	1.5139657	68
3/02/2015	1001A	2015	2	2	120.217391	1.2647731	-0.0178512	1014.6956	51.399182	45	2.0078487	67
5/02/2015	1001A	2015	2	4	32.869565	0.2500441	0.3710959	1015.1361	32.982877	45	2.6472091	67
8/02/2015	1001A	2015	2	0	27.458333	0.1821960	-5.3845520	1018.7470	19.360747	45	2.3645521	67
9/02/2015	1001A	2015	2	1	136.954545	0.6331866	-2.8905686	1011.3391	27.811638	45	1.6458455	67
11/02/2015	1001A	2015	2	3	48.739130	0.4037002	2.1861991	999.8991	29.706408	45	2.5165936	67
13/02/2015	1001A	2015	2	5	131.782609	0.8337378	-0.0395599	1000.5689	46.766896	45	1.6667486	67
14/02/2015	1001A	2015	2	6	263.130435	1.2787419	2.2909780	995.6102	44.661253	45	1.4949234	67
16/02/2015	1001A	2015	2	1	134.826087	0.4136779	3.2674555	1001.7397	46.669649	45	2.2726022	67
17/02/2015	1001A	2015	2	2	24.458333	0.3298655	3.2466585	1006.9600	36.982240	45	2.4130491	67
18/02/2015	1001A	2015	2	3	58.375000	0.2989347	1.7302565	1013.6470	44.257245	45	1.6140238	67
22/02/2015	1001A	2015	2	0	45.739130	0.7209901	-2.4690684	1006.4364	28.687770	45	3.8412131	67
23/02/2015	1001A	2015	2	1	70.454545	0.5533653	-1.3849348	1003.9417	41.191738	45	1.5336963	67
24/02/2015	1001A	2015	2	2	171.636364	1.4862774	-0.1206111	998.1008	61.642142	45	1.3097040	67
25/02/2015	1001A	2015	2	3	70.869565	0.3338565	1.8343405	1002.0941	37.793281	45	3.2692591	67
26/02/2015	1001A	2015	2	4	12.375000	0.3039235	-0.3742791	1008.8098	30.608379	45	2.2327197	67
1/03/2015	1001A	2015	3	0	47.041667	0.3168945	3.4589770	1004.0528	36.578990	45	2.6846265	65
2/03/2015	1001A	2015	3	1	60.478261	0.5224345	4.4084291	995.4668	36.363625	45	2.1842093	65
3/03/2015	1001A	2015	3	2	5.833333	0.1602451	0.9879780	1006.4706	15.638631	45	4.9468958	65
4/03/2015	1001A	2015	3	3	28.904762	0.3039235	-1.2363903	1011.2330	20.675009	45	1.7557908	65
6/03/2015	1001A	2015	3	5	202.208333	1.2986972	2.6290425	1002.2570	39.833272	45	1.9252842	65
9/03/2015	1001A	2015	3	1	6.250000	0.2350776	-0.5932202	1018.2900	15.353382	45	3.5181034	65
10/03/2015	1001A	2015	3	2	35.869565	0.5114591	0.4332038	1013.8273	20.899091	45	2.1624886	65
11/03/2015	1001A	2015	3	3	40.500000	0.2949436	3.5336775	1006.5052	21.930789	45	2.1012537	65
12/03/2015	1001A	2015	3	4	66.357143	0.5374010	4.5394769	999.9214	27.246590	45	1.8043423	65
13/03/2015	1001A	2015	3	5	66.958333	0.3657851	4.4962585	1004.7667	32.439938	45	1.9492221	65
14/03/2015	1001A	2015	3	6	95.416667	1.1141103	4.7740791	1003.7401	43.627339	45	1.9451003	65
15/03/2015	1001A	2015	3	0	108.608696	0.5803050	8.5010395	1000.4600	29.282040	45	2.1795222	65
16/03/2015	1001A	2015	3	1	215.304348	1.7456968	10.6673139	995.0334	53.434843	45	1.5447071	65
17/03/2015	1001A	2015	3	2	209.000000	1.3914896	10.1272166	1002.3554	47.671679	45	2.3425604	65
20/03/2015	1001A	2015	3	5	41.958333	0.7179968	12.1301625	1001.2187	21.965090	45	1.9469722	65
21/03/2015	1001A	2015	3	6	16.391304	0.2969392	13.3990114	1001.8233	11.307059	45	3.1208426	65
22/03/2015	1001A	2015	3	0	20.750000	0.4007069	8.7266188	1010.6463	17.534216	45	3.0059832	65
23/03/2015	1001A	2015	3	1	37.541667	0.2989347	8.2603393	1012.4088	24.568087	45	1.7208055	65
24/03/2015	1001A	2015	3	2	76.434783	0.6022559	8.6788668	1014.0625	31.138685	45	2.4635822	65
25/03/2015	1001A	2015	3	3	121.500000	1.1041327	10.0058838	1013.5237	44.094199	45	1.9235046	65
26/03/2015	1001A	2015	3	4	99.791667	0.9594564	12.6483488	1012.1091	38.303280	45	2.3763893	65
27/03/2015	1001A	2015	3	5	98.500000	1.3615565	13.1075518	1004.3666	39.244185	45	2.3411170	65
28/03/2015	1001A	2015	3	6	54.714286	1.0881684	16.4249967	997.0708	36.752134	45	3.1925194	65
2/04/2015	1001A	2015	4	4	34.666667	0.2350776	7.1317981	986.9407	77.743946	45	2.2431351	96
4/04/2015	1001A	2015	4	6	63.166667	1.3795163	10.9488784	995.9359	58.777771	45	1.6019415	96
7/04/2015	1001A	2015	4	2	25.416667	0.4156734	6.9263453	1014.2936	31.566222	45	2.0884137	96
8/04/2015	1001A	2015	4	3	105.045455	1.2667687	7.7419772	1007.6463	47.914405	45	2.2678974	96
10/04/2015	1001A	2015	4	5	167.095238	1.0891662	12.8743405	1002.6518	54.233962	45	1.9273488	96
13/04/2015	1001A	2015	4	1	19.937500	0.6591286	10.1281262	1008.5041	46.575101	45	2.8013003	96
14/04/2015	1001A	2015	4	2	60.210526	0.4825238	15.0722784	992.5982	42.136589	45	1.9367939	96
16/04/2015	1001A	2015	4	4	53.785714	0.4476020	15.3360204	995.2984	13.384441	45	4.3697977	96
17/04/2015	1001A	2015	4	5	65.739130	0.4114272	16.0839962	992.7204	30.580269	45	2.1913466	96
20/04/2015	1001A	2015	4	1	68.772727	0.5987648	14.3516553	998.4742	44.320103	45	1.9653635	96
22/04/2015	1001A	2015	4	3	39.571429	0.5177499	17.3310676	1000.8431	34.828513	45	2.3077731	96
23/04/2015	1001A	2015	4	4	63.916667	0.5133059	19.9378028	998.4316	34.675601	45	2.3921463	96
24/04/2015	1001A	2015	4	5	46.238095	0.4000410	17.9392491	1004.4569	31.607968	45	1.9465481	96
25/04/2015	1001A	2015	4	6	84.250000	0.5880148	21.1223650	998.6899	34.815205	45	2.0380920	96
26/04/2015	1001A	2015	4	0	100.909091	0.8277512	23.0583990	993.9251	42.578283	45	2.5801153	96
29/04/2015	1001A	2015	4	3	108.666667	1.5399869	20.2278931	996.7210	65.195791	45	1.9114356	96
30/04/2015	1001A	2015	4	4	100.545455	1.2868096	22.3361727	994.5791	61.601498	45	2.2605407	96
2/05/2015	1001A	2015	5	6	38.217391	0.7848472	17.9163012	994.0532	72.929654	45	1.7246053	106
3/05/2015	1001A	2015	5	0	37.409091	0.3787561	18.2200406	997.3531	34.913449	45	3.2732354	106
4/05/2015	1001A	2015	5	1	30.708333	0.2310865	17.2938454	998.8407	22.219923	45	2.9834772	106
5/05/2015	1001A	2015	5	2	46.052632	0.6870661	18.8514926	989.2592	37.330820	45	1.9403910	106
8/05/2015	1001A	2015	5	5	60.923077	1.0015167	17.6597296	993.2548	51.110959	45	2.0518910	106
13/05/2015	1001A	2015	5	3	49.636364	0.8796351	21.4206634	978.6730	45.736028	45	1.9872591	106
15/05/2015	1001A	2015	5	5	23.363636	0.5398302	20.0670516	998.0728	34.800087	45	2.4591033	106
16/05/2015	1001A	2015	5	6	49.136364	0.6076566	20.4598194	993.8858	40.334603	45	2.1532738	106
18/05/2015	1001A	2015	5	1	59.727273	0.5195074	21.9758756	985.4870	41.063803	45	3.1041851	106
19/05/2015	1001A	2015	5	2	9.173913	0.2181156	21.0153507	991.7722	19.915704	45	3.6031350	106
20/05/2015	1001A	2015	5	3	12.400000	0.3827471	21.9929486	999.0697	28.966390	45	2.8199421	106
22/05/2015	1001A	2015	5	5	46.733333	0.5443854	21.6766337	993.3537	43.139344	45	1.7491342	106
23/05/2015	1001A	2015	5	6	94.608696	0.8566864	23.5002057	992.0893	48.143308	45	1.7392998	106
24/05/2015	1001A	2015	5	0	109.608696	0.8335242	24.7987470	990.6647	47.236961	45	1.9607962	106
25/05/2015	1001A	2015	5	1	93.000000	1.1401529	26.0013812	989.7598	44.726083	45	2.1629453	106
26/05/2015	1001A	2015	5	2	96.562500	0.9637966	26.9838034	989.8560	44.315692	45	2.5222506	106
27/05/2015	1001A	2015	5	3	70.000000	1.4036436	25.2355775	988.8655	50.789759	45	1.9541233	106
30/05/2015	1001A	2015	5	6	58.227273	0.8034888	23.3737190	991.2177	50.314047	45	1.9750139	106
31/05/2015	1001A	2015	5	0	54.333333	0.8563917	26.0800157	985.2582	48.476599	45	2.3379093	106
2/06/2015	1001A	2015	6	2	29.304348	0.3218833	26.0817068	992.1940	30.889294	45	3.3387508	119
5/06/2015	1001A	2015	6	5	46.363636	0.1811982	22.6537927	982.5346	61.171947	45	1.7999022	119
6/06/2015	1001A	2015	6	6	31.800000	0.8397244	23.3094934	985.7026	55.581278	45	2.4930142	119
8/06/2015	1001A	2015	6	1	17.750000	0.3454906	21.6866725	988.9722	53.782350	45	1.6714952	119
9/06/2015	1001A	2015	6	2	51.736842	1.1949295	23.7603126	985.4319	53.132717	45	2.2841587	119
14/06/2015	1001A	2015	6	0	19.608696	0.3228811	24.4419272	992.3170	55.953608	45	1.7600144	119
15/06/2015	1001A	2015	6	1	85.050000	1.3066794	25.2975290	990.8853	56.159801	45	1.7780001	119
16/06/2015	1001A	2015	6	2	105.578947	1.2340634	25.7340908	987.9738	55.621346	45	1.7777652	119
18/06/2015	1001A	2015	6	4	19.388889	0.2330821	26.0229420	990.4234	38.252122	45	2.2184300	119
20/06/2015	1001A	2015	6	6	25.437500	0.4109347	23.7471048	995.5276	54.363934	45	1.5458389	119
22/06/2015	1001A	2015	6	1	88.304348	1.7536790	25.2820467	989.7123	54.440615	45	1.7889821	119
30/06/2015	1001A	2015	6	2	12.952381	0.1712205	21.4991385	987.3340	64.993280	45	2.1649992	119
2/07/2015	1001A	2015	7	4	7.375000	0.2440575	25.2494242	986.6231	42.355824	45	2.0563907	141
3/07/2015	1001A	2015	7	5	27.350000	0.5726473	24.8784167	991.8548	41.711326	45	2.3032246	141
5/07/2015	1001A	2015	7	0	62.291667	1.7495671	22.9538174	993.7297	63.032486	45	1.8998538	141
6/07/2015	1001A	2015	7	1	61.210526	2.2006786	24.6520996	994.2337	59.614223	45	1.8651692	141
7/07/2015	1001A	2015	7	2	60.750000	1.1499160	26.1737257	992.9491	56.882061	45	1.7730900	141
8/07/2015	1001A	2015	7	3	119.217391	2.3144240	26.9637473	994.0516	59.182902	45	1.9562954	141
9/07/2015	1001A	2015	7	4	66.000000	1.4672500	27.3940798	996.2729	52.273397	45	2.0753724	141
10/07/2015	1001A	2015	7	5	51.708333	2.2904776	27.4254939	994.5684	54.899338	45	2.0445353	141
12/07/2015	1001A	2015	7	0	113.541667	1.1314682	29.6785150	984.4462	55.752341	45	1.3525486	141
13/07/2015	1001A	2015	7	1	49.869565	0.4426131	31.0475573	982.1450	47.176441	45	1.4812077	141
23/07/2015	1001A	2015	7	4	35.714286	0.8912984	25.5587825	988.0376	75.653518	45	1.1108947	141
24/07/2015	1001A	2015	7	5	54.277778	0.7569097	25.8487927	985.8280	70.982329	45	1.5268483	141
25/07/2015	1001A	2015	7	6	89.500000	0.8525261	26.7069536	985.1203	71.686035	45	1.4122271	141
2/08/2015	1001A	2015	8	0	72.250000	1.1769696	25.6449382	986.8404	86.347493	45	1.0429941	127
4/08/2015	1001A	2015	8	2	17.772727	0.1293143	24.7006136	985.8381	66.176829	45	1.7417982	127
6/08/2015	1001A	2015	8	4	56.750000	2.4506832	25.0660462	990.6831	74.639690	45	1.2524977	127
8/08/2015	1001A	2015	8	6	42.000000	0.9215413	24.2571114	996.9899	78.284467	45	1.4409686	127
9/08/2015	1001A	2015	8	0	59.166667	0.7359566	26.6896165	994.8998	74.711359	45	1.1579686	127
10/08/2015	1001A	2015	8	1	45.500000	0.1802004	27.9116512	993.7888	65.118989	45	1.2705658	127
11/08/2015	1001A	2015	8	2	100.086956	1.1560165	27.8018647	992.8384	68.160146	45	1.2982078	127
12/08/2015	1001A	2015	8	3	85.173913	0.6540429	28.0937365	990.7915	67.066688	45	1.8632067	127
13/08/2015	1001A	2015	8	4	109.043478	1.1892891	28.3708620	988.2569	65.413172	45	1.7930088	127
15/08/2015	1001A	2015	8	6	26.391304	0.1372964	26.2710277	989.4087	56.888391	45	1.4090824	127
16/08/2015	1001A	2015	8	0	35.875000	0.4783115	27.0362755	989.7648	58.399044	45	1.4196189	127
19/08/2015	1001A	2015	8	3	51.041667	0.9404989	23.7547281	995.0752	74.496438	45	1.7612921	127
20/08/2015	1001A	2015	8	4	35.782609	0.2680039	24.7021407	992.3512	67.737745	45	1.5672692	127
21/08/2015	1001A	2015	8	5	14.764706	0.2874067	25.6069630	990.0946	53.884882	45	1.3600805	127
22/08/2015	1001A	2015	8	6	20.238095	0.1442808	25.5553259	989.5696	59.301200	45	1.6801471	127
25/08/2015	1001A	2015	8	2	14.272727	0.6461576	23.9132740	994.4031	67.998519	45	1.2657866	127
28/08/2015	1001A	2015	8	5	16.428571	0.4756678	24.5975666	992.0320	63.882156	45	1.7676824	127
2/09/2015	1001A	2015	9	3	10.368421	0.7279745	23.1792447	997.3115	72.231149	45	1.4054952	120
3/09/2015	1001A	2015	9	4	15.142857	0.3458297	24.2302991	998.0953	69.490586	45	1.3060050	120
7/09/2015	1001A	2015	9	1	23.304348	0.2749883	21.3073567	997.4383	72.012260	45	1.3017518	120
12/09/2015	1001A	2015	9	6	7.863636	0.1372964	18.2542064	1001.0926	50.181969	45	2.8048857	120
13/09/2015	1001A	2015	9	0	20.434783	0.2520396	19.7507444	1000.3719	58.559895	45	1.4494510	120
15/09/2015	1001A	2015	9	2	100.772727	1.5162104	18.8323900	1003.4330	71.087017	45	1.1338082	120
16/09/2015	1001A	2015	9	3	132.250000	1.5062328	19.3375305	1002.0955	75.577666	45	1.2526564	120
17/09/2015	1001A	2015	9	4	153.652174	2.2465759	20.7239103	1001.0305	77.293933	45	1.2050479	120
18/09/2015	1001A	2015	9	5	90.166667	0.3797538	22.0185858	1000.5727	71.229370	45	1.2859951	120
19/09/2015	1001A	2015	9	6	15.416667	0.2593339	20.6390589	1000.9560	60.623654	45	1.2700247	120
20/09/2015	1001A	2015	9	0	64.142857	1.5551233	20.4751283	997.1522	72.556907	45	1.4173885	120
21/09/2015	1001A	2015	9	1	93.458333	1.5690921	21.0548601	995.3752	66.716601	45	1.4037581	120
22/09/2015	1001A	2015	9	2	143.434783	3.0118631	20.4341283	993.6265	77.567476	45	1.8987041	120
24/09/2015	1001A	2015	9	4	115.045455	3.1735014	19.8197961	993.3758	81.068892	45	1.4148629	120
25/09/2015	1001A	2015	9	5	23.800000	0.1432830	18.1807449	995.2148	65.994338	45	1.6384407	120
26/09/2015	1001A	2015	9	6	33.208333	0.3745690	17.5281916	997.3904	63.251063	45	1.3519720	120
27/09/2015	1001A	2015	9	0	53.652174	0.4858899	19.9132165	998.1824	61.392551	45	1.2158252	120
1/10/2015	1001A	2015	10	4	16.400000	0.0981194	15.6076392	996.6577	52.804854	45	3.4221374	113
2/10/2015	1001A	2015	10	5	29.181818	0.1722183	16.8070556	995.3321	55.293976	45	1.9461031	113
3/10/2015	1001A	2015	10	6	27.583333	0.1890019	17.4036345	1003.3798	58.358914	45	1.5721861	113
4/10/2015	1001A	2015	10	0	123.363636	1.2667687	16.7964079	1006.0832	73.742945	45	0.9909162	113
5/10/2015	1001A	2015	10	1	224.916667	2.7065464	17.1732097	1002.3910	77.743032	45	1.2251013	113
6/10/2015	1001A	2015	10	2	316.136364	2.4870377	18.0890763	1000.5192	77.686536	45	1.2117621	113
7/10/2015	1001A	2015	10	3	274.636364	2.9599793	19.4691855	998.3251	74.022472	45	1.6480834	113
8/10/2015	1001A	2015	10	4	12.578947	0.1792027	14.8852036	1003.1927	29.263415	45	3.1636881	113
9/10/2015	1001A	2015	10	5	20.608696	0.2928190	13.2608988	995.3666	36.409842	45	3.5113776	113
11/10/2015	1001A	2015	10	0	11.375000	0.2011535	14.6324164	1001.3966	39.621819	45	2.8079421	113
12/10/2015	1001A	2015	10	1	18.904762	0.1470019	14.6715542	1004.9257	46.564242	45	1.4285334	113
13/10/2015	1001A	2015	10	2	35.058824	0.2039104	15.3050235	1004.0197	53.062654	45	0.9907482	113
15/10/2015	1001A	2015	10	4	125.166667	0.7006063	15.5414300	1000.9512	70.697147	45	1.0906127	113
16/10/2015	1001A	2015	10	5	170.833333	1.9322793	15.6201353	1001.5851	73.638332	45	1.1016286	113
17/10/2015	1001A	2015	10	6	309.363636	2.6915799	15.6465005	1000.9659	75.137311	45	1.0110342	113
19/10/2015	1001A	2015	10	1	55.666667	0.6581308	12.8401058	1000.5048	70.536606	45	1.1835024	113
23/10/2015	1001A	2015	10	5	52.272727	0.4216600	11.8269474	1002.2108	81.910886	45	1.3550186	113
27/10/2015	1001A	2015	10	2	14.909091	0.1752116	8.9907638	1000.1620	46.569729	45	2.0779818	113
28/10/2015	1001A	2015	10	3	7.130435	0.1201175	8.3676959	1006.1382	40.783045	45	2.2003154	113
29/10/2015	1001A	2015	10	4	5.590909	0.1941692	6.7056783	1010.3461	37.156596	45	2.6444840	113
30/10/2015	1001A	2015	10	5	22.652174	0.2051446	5.7539908	1014.3462	50.553656	45	1.4383242	113
31/10/2015	1001A	2015	10	6	40.500000	0.2670062	6.6050862	1014.5755	57.624398	45	1.1051130	113
1/11/2015	1001A	2015	11	0	78.066667	0.2370731	7.6741885	1007.5994	60.832611	45	1.3216984	70
2/11/2015	1001A	2015	11	1	96.181818	0.2660084	8.3691237	1005.0233	61.386637	45	1.0982730	70
3/11/2015	1001A	2015	11	2	157.130435	0.9365078	9.1546051	1005.9432	66.550467	45	1.3467519	70
4/11/2015	1001A	2015	11	3	198.047619	3.0118631	10.1056345	1006.3662	71.010441	45	1.0179886	70
26/11/2015	1001A	2015	11	4	35.052632	0.8207668	-8.1308176	1015.0357	47.095495	45	3.0921851	70
28/11/2015	1001A	2015	11	6	292.000000	3.0118631	-2.5514106	1011.4829	76.026471	45	1.0663970	70
30/11/2015	1001A	2015	11	1	441.333333	3.0437917	-2.5045966	1007.9901	83.733963	45	0.9429191	70
3/12/2015	1001A	2015	12	4	7.571429	0.3687784	-1.2374740	1007.0255	35.650898	45	4.6136703	99
4/12/2015	1001A	2015	12	5	39.173913	0.1851893	-0.8158447	1010.0495	44.844117	45	2.4838223	99
5/12/2015	1001A	2015	12	6	54.458333	0.1841915	-0.2667718	1012.1946	57.274999	45	1.6134087	99
6/12/2015	1001A	2015	12	0	151.652174	0.8267534	-0.5846616	1012.7156	69.792275	45	1.0592689	99
7/12/2015	1001A	2015	12	1	175.636364	2.9390262	0.6171448	1015.2549	76.159582	45	1.0456229	99
10/12/2015	1001A	2015	12	4	115.450000	0.1752116	2.2309127	1008.8271	64.414781	45	2.1444083	99
11/12/2015	1001A	2015	12	5	42.100000	0.2709972	-0.6014775	1011.9448	57.428074	45	1.0744170	99
12/12/2015	1001A	2015	12	6	178.954545	1.9043418	-0.4780269	1009.1274	70.192814	45	1.0082474	99
13/12/2015	1001A	2015	12	0	200.222222	1.1450411	-0.5347089	1009.7870	75.166652	45	1.0474613	99
15/12/2015	1001A	2015	12	2	7.291667	0.1502674	-0.3784291	1009.1498	39.921966	45	4.0543332	99
16/12/2015	1001A	2015	12	3	6.086957	0.1572518	-2.5455842	1014.3768	33.519939	45	4.1573620	99
17/12/2015	1001A	2015	12	4	56.210526	0.2809749	-3.6189048	1015.6314	45.609828	45	1.8275535	99
18/12/2015	1001A	2015	12	5	64.666667	0.2041468	-1.7971663	1016.5671	52.070970	45	1.6845874	99
22/12/2015	1001A	2015	12	2	323.541667	2.8941266	-2.8915867	1010.6573	84.034156	45	1.2314240	99
23/12/2015	1001A	2015	12	3	341.941176	1.4054583	-1.5150577	1009.6630	77.998897	45	1.1198107	99
28/12/2015	1001A	2015	12	1	117.000000	0.3817494	-4.4792517	1017.8832	62.918577	45	1.1932034	99
30/12/2015	1001A	2015	12	3	75.041667	0.1333054	-0.5917344	1013.4382	55.485186	45	2.5940667	99
31/12/2015	1001A	2015	12	4	59.272727	0.7319656	-3.1969778	1015.4216	61.799652	45	0.8508655	99
1/01/2016	1001A	2016	1	5	187.708333	0.9345123	-3.0205766	1006.9332	69.309596	45	0.7278412	78
2/01/2016	1001A	2016	1	6	292.291667	0.8916083	-1.5933034	1003.3135	70.665991	45	1.0631303	78
3/01/2016	1001A	2016	1	0	246.625000	1.3116682	-1.8780263	1005.4726	76.343012	45	1.4899589	78
5/01/2016	1001A	2016	1	2	40.750000	0.2101334	-5.0620562	1013.0653	34.761046	45	2.0821370	78
6/01/2016	1001A	2016	1	3	31.166667	0.1981602	-4.6855571	1013.6871	43.877597	45	2.5330375	78
7/01/2016	1001A	2016	1	4	10.166667	0.1552563	-5.0035918	1014.7001	37.069439	45	3.1826630	78
8/01/2016	1001A	2016	1	5	39.833333	0.1392920	-4.9509518	1010.8486	38.977020	45	2.3162552	78
9/01/2016	1001A	2016	1	6	93.000000	0.2919503	-4.7270273	1008.0782	48.215705	45	1.2784494	78
11/01/2016	1001A	2016	1	1	10.458333	0.1602451	-6.9054639	1018.7400	34.903426	45	3.2575720	78
12/01/2016	1001A	2016	1	2	12.636364	0.1901781	-7.7083592	1015.3842	33.580264	45	2.7446162	78
13/01/2016	1001A	2016	1	3	42.565217	0.1243255	-5.9543035	1007.4371	32.713819	45	2.0060055	78
14/01/2016	1001A	2016	1	4	100.416667	0.4446087	-4.1315092	1003.6524	37.236719	45	1.6776214	78
15/01/2016	1001A	2016	1	5	106.916667	0.3837449	-4.0264469	1000.8570	44.433430	45	1.1804051	78
17/01/2016	1001A	2016	1	0	36.000000	0.2131267	-7.3778099	1009.1308	51.726904	45	2.7704854	78
18/01/2016	1001A	2016	1	1	8.958333	0.2041468	-10.0261185	1009.8641	31.555864	45	3.4883701	78
19/01/2016	1001A	2016	1	2	74.541667	0.4386221	-9.3405176	1013.5287	40.187505	45	1.5498367	78
20/01/2016	1001A	2016	1	3	128.875000	0.3727695	-7.0272778	1016.7870	48.584788	45	1.5769106	78
21/01/2016	1001A	2016	1	4	130.583333	2.8172986	-6.2620360	1015.8505	70.119449	45	1.9272845	78
24/01/2016	1001A	2016	1	0	14.500000	0.2161200	-11.8545775	1022.7153	28.900526	45	4.4453755	78
25/01/2016	1001A	2016	1	1	41.083333	0.3198878	-6.5487877	1013.8108	30.579075	45	2.3664494	78
26/01/2016	1001A	2016	1	2	39.041667	0.2510419	-5.4478065	1010.8962	30.987008	45	2.7378468	78
27/01/2016	1001A	2016	1	3	104.791667	0.9834029	-6.0008361	1010.4085	40.473825	45	1.1527248	78
28/01/2016	1001A	2016	1	4	140.250000	0.7968204	-3.8225382	1012.3868	41.334488	45	1.6230995	78
29/01/2016	1001A	2016	1	5	56.375000	1.3924873	-6.1741566	1017.4090	45.321169	45	1.6952379	78
31/01/2016	1001A	2016	1	0	28.391304	0.1562540	-6.4443565	1020.1744	35.189831	45	2.9536429	78
1/02/2016	1001A	2016	2	1	12.208333	0.2779816	-4.7251219	1018.7721	37.190742	45	2.1626293	70
2/02/2016	1001A	2016	2	2	32.750000	0.3947203	-4.3702161	1014.1201	37.328873	45	1.4911848	70
3/02/2016	1001A	2016	2	3	37.041667	0.3997092	-3.6468640	1011.0666	38.521895	45	1.2672857	70
5/02/2016	1001A	2016	2	5	9.625000	0.2749883	-2.0087784	1013.7081	29.400413	45	3.3692286	70
6/02/2016	1001A	2016	2	6	42.333333	0.2979369	-1.8612578	1012.5432	32.320640	45	2.3931670	70
7/02/2016	1001A	2016	2	0	51.916667	0.4835216	-1.3635184	1003.6388	34.549450	45	2.1678986	70
8/02/2016	1001A	2016	2	1	278.625000	0.1931714	2.1405727	998.3982	29.934480	45	2.5132534	70
9/02/2016	1001A	2016	2	2	49.375000	0.5104613	1.4368075	1004.4652	39.579456	45	1.5309146	70
10/02/2016	1001A	2016	2	3	93.666667	1.1310724	1.1376326	1001.0246	42.250434	45	1.3852147	70
14/02/2016	1001A	2016	2	0	8.125000	0.1782049	-5.3547986	1014.6682	30.996306	45	4.5845698	70
15/02/2016	1001A	2016	2	1	8.416667	0.2250999	-2.5552444	1009.5539	35.717855	45	3.7073794	70
16/02/2016	1001A	2016	2	2	8.833333	0.1782049	1.1743001	1006.0991	38.109528	45	3.1747747	70
17/02/2016	1001A	2016	2	3	51.291667	0.3897315	1.7390044	1005.5827	44.420557	45	1.8856490	70
18/02/2016	1001A	2016	2	4	17.666667	0.2570285	3.1998873	1003.6069	30.151035	45	2.9518375	70
19/02/2016	1001A	2016	2	5	15.375000	0.2690017	1.4905283	1011.1915	32.715823	45	3.1137013	70
20/02/2016	1001A	2016	2	6	14.478261	0.2799771	-1.6747338	1013.3591	27.129814	45	2.6164007	70
22/02/2016	1001A	2016	2	1	70.666667	0.4934993	0.1135743	1010.3181	48.421708	45	2.6170481	70
23/02/2016	1001A	2016	2	2	11.500000	0.2979369	-1.5650620	1020.7214	26.664287	45	3.1622624	70
24/02/2016	1001A	2016	2	3	31.909091	0.3568052	-1.7639787	1017.8946	33.357958	45	2.0356528	70
26/02/2016	1001A	2016	2	5	36.666667	0.3727695	0.8179970	1009.0289	34.801229	45	2.2608089	70
27/02/2016	1001A	2016	2	6	21.750000	0.7509231	1.9478552	1007.5618	44.216894	45	2.0554695	70
29/02/2016	1001A	2016	2	1	33.434783	0.3707739	-1.4103698	1016.0771	31.318575	45	1.9010626	70
1/03/2016	1001A	2016	3	2	123.375000	0.5423898	2.1506075	1007.0040	42.325656	45	1.4913070	70
2/03/2016	1001A	2016	3	3	183.458333	0.5114591	7.6843672	999.7972	42.568207	45	1.5396421	70
5/03/2016	1001A	2016	3	6	75.916667	0.8217646	7.2174791	1003.2635	26.157743	45	3.1830980	70
7/03/2016	1001A	2016	3	1	39.478261	0.2031491	5.0289980	1004.6167	30.525207	45	3.2295478	70
8/03/2016	1001A	2016	3	2	12.347826	0.5443854	0.7076066	1013.3453	15.819682	45	3.6561695	70
9/03/2016	1001A	2016	3	3	11.041667	0.3119057	-0.2108219	1016.0944	20.231954	45	3.6183770	70
10/03/2016	1001A	2016	3	4	12.173913	0.3288677	1.0797230	1013.8573	20.254056	45	2.8832281	70
11/03/2016	1001A	2016	3	5	22.125000	0.2570285	1.1967563	1007.4592	27.742601	45	1.8202201	70
13/03/2016	1001A	2016	3	0	28.272727	0.1901781	5.0173545	1007.4020	29.517534	45	2.7339701	70
14/03/2016	1001A	2016	3	1	81.285714	0.4615707	6.3762069	1005.9680	33.708165	45	2.0740112	70
16/03/2016	1001A	2016	3	3	248.608696	1.6030162	8.5276550	999.5769	56.594427	45	1.6164613	70
18/03/2016	1001A	2016	3	5	189.304348	0.8936038	12.2359970	995.5194	46.134600	45	1.8373645	70
21/03/2016	1001A	2016	3	1	131.875000	1.1460389	10.9930027	1005.7982	40.550508	45	1.6159959	70
23/03/2016	1001A	2016	3	3	19.608696	0.3338565	8.6041189	1014.3820	27.483475	45	3.4304009	70
24/03/2016	1001A	2016	3	4	15.347826	0.3687784	7.5020423	1015.1974	23.870488	45	2.0615227	70
25/03/2016	1001A	2016	3	5	16.708333	0.2819727	7.7548458	1011.7705	28.065531	45	2.0719003	70
26/03/2016	1001A	2016	3	6	10.750000	0.3607963	10.4733377	1008.1655	24.737308	45	2.4332881	70
27/03/2016	1001A	2016	3	0	16.750000	0.2460530	12.7641537	1002.6417	20.941397	45	1.9749598	70
29/03/2016	1001A	2016	3	2	20.130435	0.4825238	15.1393669	999.7268	24.243441	45	2.5809078	70
30/03/2016	1001A	2016	3	3	26.791667	0.3228811	14.2614705	999.9690	27.206138	45	2.2937464	70
1/04/2016	1001A	2016	4	5	32.791667	0.3258744	16.8338855	991.8937	40.175722	45	3.3441522	96
2/04/2016	1001A	2016	4	6	7.500000	0.5763139	13.5302928	1003.2899	27.343730	45	3.1304591	96
3/04/2016	1001A	2016	4	0	15.818182	0.2211089	13.3769602	1005.0001	17.902401	45	1.9094542	96
4/04/2016	1001A	2016	4	1	71.416667	0.8626730	13.4187106	996.2931	39.339440	45	1.9934445	96
5/04/2016	1001A	2016	4	2	116.625000	1.3994717	14.7125781	995.6326	47.300295	45	2.4716017	96
7/04/2016	1001A	2016	4	4	89.541667	0.2440575	16.6948232	994.9442	39.964386	45	2.3321278	96
8/04/2016	1001A	2016	4	5	18.875000	0.2670062	16.6053806	998.0495	13.184560	45	3.4598301	96
9/04/2016	1001A	2016	4	6	68.708333	0.6341844	15.7950831	993.3968	31.675732	45	2.5972224	96
10/04/2016	1001A	2016	4	0	53.636364	0.4994859	12.3748678	1000.4737	26.098773	45	2.3573544	96
12/04/2016	1001A	2016	4	2	75.708333	0.5942737	11.1909889	991.2687	66.188733	45	1.5185630	96
13/04/2016	1001A	2016	4	3	127.208333	1.0153314	15.8005873	988.2529	55.404898	45	2.2264378	96
14/04/2016	1001A	2016	4	4	26.125000	0.4025392	16.7131632	997.8604	25.285174	45	3.0150953	96
17/04/2016	1001A	2016	4	0	10.500000	0.3059191	13.8168469	994.8833	24.149905	45	3.4205674	96
18/04/2016	1001A	2016	4	1	15.250000	0.2460530	13.6589300	996.7434	29.864859	45	2.3670523	96
20/04/2016	1001A	2016	4	3	69.409091	0.3069168	16.6413283	996.3371	45.378755	45	2.0383552	96
21/04/2016	1001A	2016	4	4	93.521739	0.4090168	19.4940967	987.7394	36.704465	45	2.6400092	96
22/04/2016	1001A	2016	4	5	29.086956	0.1841915	19.2223592	992.8858	12.827218	45	3.0795963	96
24/04/2016	1001A	2016	4	0	84.708333	0.9443301	16.6042024	994.5138	39.807320	45	1.9684325	96
25/04/2016	1001A	2016	4	1	90.625000	0.8582947	20.7174067	995.3679	48.685299	45	2.6719471	96
26/04/2016	1001A	2016	4	2	69.875000	1.2108937	17.3236544	999.1778	46.059910	45	2.3674190	96
28/04/2016	1001A	2016	4	4	85.833333	0.7710448	18.3323687	997.9512	53.116869	45	2.1688225	96
29/04/2016	1001A	2016	4	5	120.791667	1.7135037	19.1253128	991.4794	53.072469	45	2.2218441	96
30/04/2016	1001A	2016	4	6	167.916667	0.9873939	22.1040672	986.5442	56.351775	45	2.2277990	96
3/05/2016	1001A	2016	5	2	30.043478	0.2929832	17.4487945	985.9252	41.762749	45	3.3964397	108
5/05/2016	1001A	2016	5	4	63.000000	1.3515789	19.3267148	989.1643	41.797497	45	2.5111491	108
7/05/2016	1001A	2016	5	6	22.380952	0.1836865	19.3228279	1000.9833	22.874615	45	2.0165497	108
8/05/2016	1001A	2016	5	0	63.391304	0.7470708	19.2127843	996.5284	40.994378	45	2.3382366	108
10/05/2016	1001A	2016	5	2	40.458333	0.3558074	19.2691859	993.3249	56.208055	45	1.6105539	108
16/05/2016	1001A	2016	5	1	36.789474	0.1856287	20.9196672	992.5325	33.890684	45	2.6238170	108
17/05/2016	1001A	2016	5	2	57.782609	0.5124568	23.0257456	992.7871	41.656285	45	2.3498906	108
18/05/2016	1001A	2016	5	3	57.347826	0.8008115	23.2394728	996.1318	49.872837	45	2.3129855	108
19/05/2016	1001A	2016	5	4	82.521739	0.8397244	22.4158034	997.6800	47.970317	45	2.0287107	108
21/05/2016	1001A	2016	5	6	73.125000	0.9350783	21.9401400	1002.1046	44.708629	45	2.3540222	108
24/05/2016	1001A	2016	5	2	21.941177	0.3847427	19.7645475	987.6583	50.756364	45	2.8086406	108
26/05/2016	1001A	2016	5	4	17.541667	0.2929481	22.3390353	993.4172	36.022671	45	2.5229542	108
28/05/2016	1001A	2016	5	6	38.875000	0.5826902	22.7201194	990.0144	46.250149	45	2.0618691	108
29/05/2016	1001A	2016	5	0	34.541667	0.3218833	23.6564915	990.7288	35.267806	45	2.6607333	108
30/05/2016	1001A	2016	5	1	87.166667	0.9787350	25.4062653	987.1433	47.145645	45	1.9690833	108
2/06/2016	1001A	2016	6	4	42.333333	0.2709972	24.2163905	993.5102	37.245257	45	1.6407404	120
4/06/2016	1001A	2016	6	6	81.708333	1.7975807	24.7745656	990.1202	46.441364	45	1.9655079	120
5/06/2016	1001A	2016	6	0	69.750000	2.1777299	23.7329551	993.4716	53.297973	45	1.8795941	120
6/06/2016	1001A	2016	6	1	98.541667	2.1328304	23.4620979	993.2829	61.247401	45	1.6932330	120
7/06/2016	1001A	2016	6	2	63.666667	0.9175502	21.6092249	994.9457	72.857185	45	2.0186090	120
8/06/2016	1001A	2016	6	3	152.125000	1.4018693	23.4457286	992.2397	68.861359	45	1.6744598	120
9/06/2016	1001A	2016	6	4	93.500000	0.8277512	26.3852818	989.3945	54.862053	45	2.6480152	120
15/06/2016	1001A	2016	6	3	25.541667	0.3309701	23.2694342	986.2843	57.975801	45	2.0019848	120
16/06/2016	1001A	2016	6	4	32.000000	0.3198878	26.1031356	982.9575	49.692644	45	1.7305772	120
18/06/2016	1001A	2016	6	6	52.541667	0.6555242	25.3106433	988.5444	57.250164	45	1.8401547	120
19/06/2016	1001A	2016	6	0	69.130435	0.3747650	27.1095142	989.2509	50.606468	45	1.9472777	120
20/06/2016	1001A	2016	6	1	118.312500	1.4463667	27.3559811	986.5209	61.091077	45	1.8901872	120
22/06/2016	1001A	2016	6	3	53.458333	1.2691175	26.7103615	986.1820	67.709324	45	1.8082103	120
24/06/2016	1001A	2016	6	5	15.083333	0.2041468	25.9628742	989.9785	38.779778	45	2.2388191	120
25/06/2016	1001A	2016	6	6	11.882353	0.4837275	28.0954515	991.3873	32.166418	45	2.1737770	120
30/06/2016	1001A	2016	6	4	83.333333	0.6564551	24.7725721	987.5406	73.752525	45	1.5978906	120
2/07/2016	1001A	2016	7	6	49.083333	0.1921736	25.8993680	989.0848	60.340302	45	1.4523727	128
5/07/2016	1001A	2016	7	2	94.500000	1.9754347	26.2974168	994.2986	65.413198	45	1.7920570	128
6/07/2016	1001A	2016	7	3	67.875000	1.1230902	27.1531014	995.7081	58.705949	45	1.5287680	128
9/07/2016	1001A	2016	7	6	78.000000	1.3802686	29.1331315	989.1249	69.272595	45	1.7043316	128
10/07/2016	1001A	2016	7	0	86.750000	0.9718638	29.8647004	986.8798	64.485889	45	1.9528729	128
11/07/2016	1001A	2016	7	1	87.666667	1.7067839	30.1291187	984.1648	61.819270	45	2.2384017	128
13/07/2016	1001A	2016	7	3	23.333333	0.4399981	28.0884325	988.4220	61.968708	45	1.3888964	128
24/07/2016	1001A	2016	7	0	79.125000	2.8043276	27.9569565	988.1807	83.280282	45	1.3628767	128
26/07/2016	1001A	2016	7	2	26.428571	0.4708619	27.2622893	988.1488	68.932382	45	1.6777107	128
27/07/2016	1001A	2016	7	3	62.708333	0.9045793	27.2087227	986.5820	76.704050	45	1.8069772	128
28/07/2016	1001A	2016	7	4	58.150000	1.6419291	26.7073533	985.8805	77.785493	45	1.4375678	128
2/08/2016	1001A	2016	8	2	102.363636	0.4705506	27.8832279	993.5652	74.359240	45	1.2756633	128
8/08/2016	1001A	2016	8	1	37.541667	0.2051446	26.3129254	993.8356	70.065541	45	1.6514162	128
9/08/2016	1001A	2016	8	2	42.041667	0.7020326	26.1803436	992.4646	73.451043	45	1.5461254	128
11/08/2016	1001A	2016	8	4	84.458333	3.4728315	29.7929590	990.6262	78.501875	45	1.8828818	128
16/08/2016	1001A	2016	8	2	24.541667	0.4972891	24.5478821	989.7300	75.098871	45	1.3975474	128
19/08/2016	1001A	2016	8	5	21.875000	0.1193366	25.6779256	989.7107	77.096894	45	1.9570734	128
21/08/2016	1001A	2016	8	0	58.708333	1.0718432	27.1658459	993.5089	75.204337	45	1.2531779	128
22/08/2016	1001A	2016	8	1	46.086956	0.6661130	27.0288416	995.4791	71.866110	45	1.4265072	128
25/08/2016	1001A	2016	8	4	23.954545	0.2191133	25.1135182	994.6973	55.391661	45	2.9080087	128
26/08/2016	1001A	2016	8	5	11.875000	0.1233277	21.5570964	1000.4913	53.714090	45	1.3187355	128
27/08/2016	1001A	2016	8	6	16.708333	0.1253321	22.1768924	997.1610	56.531823	45	1.7802951	128
28/08/2016	1001A	2016	8	0	12.000000	0.1303121	22.9629645	996.3535	50.485633	45	1.5218750	128
29/08/2016	1001A	2016	8	1	19.166667	0.2829704	23.0710893	996.0091	56.250018	45	1.4502645	128
30/08/2016	1001A	2016	8	2	33.041667	0.4330783	24.1685727	990.6278	61.304161	45	1.5545967	128
31/08/2016	1001A	2016	8	3	20.166667	0.3188096	24.7826358	981.8920	46.687505	45	2.2827433	128
3/09/2016	1001A	2016	9	6	22.375000	0.4706623	23.6841903	991.2957	66.666012	45	1.1892132	125
4/09/2016	1001A	2016	9	0	73.166667	0.7529187	23.7055292	993.6856	73.585975	45	1.7679608	125
5/09/2016	1001A	2016	9	1	31.166667	0.3109079	23.1494179	994.5549	69.209528	45	1.5563256	125
7/09/2016	1001A	2016	9	3	43.250000	0.7737033	22.7871637	990.7064	65.671426	45	1.9309403	125
8/09/2016	1001A	2016	9	4	25.130435	0.2498395	21.7943240	991.0059	68.482306	45	1.1199993	125
9/09/2016	1001A	2016	9	5	20.208333	0.2290910	22.6667881	992.7101	59.620661	45	1.4524233	125
10/09/2016	1001A	2016	9	6	17.500000	0.3284384	22.3439172	994.1514	60.876046	45	1.4383497	125
12/09/2016	1001A	2016	9	1	36.083333	0.8058003	20.8590716	1001.0593	74.699653	45	1.0424945	125
14/09/2016	1001A	2016	9	3	105.521739	0.9858843	22.8130462	1000.3515	76.329184	45	1.4302739	125
15/09/2016	1001A	2016	9	4	85.833333	1.0312957	23.4380548	998.5103	73.549470	45	1.1102373	125
19/09/2016	1001A	2016	9	1	15.173913	0.1544963	17.7944085	1005.4231	63.101776	45	1.5397729	125
20/09/2016	1001A	2016	9	2	25.347826	0.2101334	17.7783422	1004.1161	64.358497	45	1.2285928	125
23/09/2016	1001A	2016	9	5	107.769231	1.6329492	20.2443659	995.6749	81.719640	45	1.0173552	125
24/09/2016	1001A	2016	9	6	128.739130	2.6616469	21.2439678	994.1391	80.169715	45	1.3304581	125
28/09/2016	1001A	2016	9	3	16.583333	0.1874030	13.9293156	1009.4770	48.173737	45	1.5450540	125
29/09/2016	1001A	2016	9	4	56.260870	0.7609008	13.7970561	1003.1098	63.607091	45	1.2356385	125
30/09/2016	1001A	2016	9	5	100.041667	1.0237201	16.7852781	999.0583	66.719113	45	1.2366511	125
2/10/2016	1001A	2016	10	0	186.625000	2.9829279	18.7704198	996.6050	75.122469	45	1.1246899	109
3/10/2016	1001A	2016	10	1	113.958333	0.8018093	20.8995614	994.6399	76.633816	45	1.4013704	109
5/10/2016	1001A	2016	10	3	57.739130	0.5895820	15.6103420	1001.9496	79.265297	45	1.4187092	109
8/10/2016	1001A	2016	10	6	11.041667	0.1981602	11.2502211	1005.3625	50.271334	45	2.8521005	109
10/10/2016	1001A	2016	10	1	91.583333	0.7858450	11.0296293	1001.5169	76.325678	45	1.1430376	109
11/10/2016	1001A	2016	10	2	118.708333	1.1530232	12.7621159	1004.8871	75.196670	45	1.6592341	109
13/10/2016	1001A	2016	10	4	156.208333	1.3685409	14.5164012	1003.1908	84.713104	45	0.8222752	109
14/10/2016	1001A	2016	10	5	224.600000	3.0118631	15.9413040	1004.2652	78.314747	45	1.2803986	109
17/10/2016	1001A	2016	10	1	66.166667	0.2690017	14.6325948	1004.0853	68.392628	45	1.3651343	109
19/10/2016	1001A	2016	10	3	222.652174	3.5626305	16.1236586	1000.1652	87.719971	45	1.0354417	109
23/10/2016	1001A	2016	10	0	32.583333	0.4180149	9.4057320	1006.5286	62.187800	45	0.7640825	109
26/10/2016	1001A	2016	10	3	40.315790	0.5982648	11.4436120	1006.7317	64.143857	45	1.7394081	109
28/10/2016	1001A	2016	10	5	12.681818	0.1792027	8.0098338	1012.9570	53.605338	45	2.2633742	109
29/10/2016	1001A	2016	10	6	23.000000	0.2330821	4.9875847	1014.2570	59.315566	45	1.6906698	109
31/10/2016	1001A	2016	10	1	8.166667	0.2161200	1.4334190	1020.1659	26.721695	45	3.7896529	109
1/11/2016	1001A	2016	11	2	47.875000	0.7459343	0.2021678	1017.2093	58.556549	45	1.0171866	96
2/11/2016	1001A	2016	11	3	120.750000	0.6790839	3.9492241	1009.4284	61.178570	45	1.3594699	96
3/11/2016	1001A	2016	11	4	203.041667	0.9814073	5.4116923	1001.8714	75.481956	45	1.3064257	96
4/11/2016	1001A	2016	11	5	242.541667	1.2637754	6.1216614	992.9964	84.679324	45	0.9725228	96
5/11/2016	1001A	2016	11	6	195.708333	1.1041327	8.3946085	997.5765	78.100905	45	1.7756641	96
8/11/2016	1001A	2016	11	2	38.130435	0.3448320	4.0980233	1017.0923	55.605448	45	1.3723134	96
10/11/2016	1001A	2016	11	4	154.214286	2.7404705	5.3623702	998.6836	72.820287	45	1.5679064	96
12/11/2016	1001A	2016	11	6	72.625000	0.7429410	5.8791131	1003.0146	67.193513	45	1.5158642	96
14/11/2016	1001A	2016	11	1	44.791667	0.1662317	7.7555507	1005.1571	39.933566	45	3.0281473	96
15/11/2016	1001A	2016	11	2	59.272727	0.7199924	3.2795387	1008.9521	49.108681	45	1.5092691	96
16/11/2016	1001A	2016	11	3	99.086956	0.9883917	4.0143222	1004.1841	70.866214	45	0.9820496	96
22/11/2016	1001A	2016	11	2	7.782609	0.2380709	-5.3239316	1021.7608	37.698542	45	3.3357414	96
23/11/2016	1001A	2016	11	3	30.272727	0.5563586	-3.9911695	1018.3977	48.167777	45	2.2629867	96
24/11/2016	1001A	2016	11	4	87.916667	0.5932760	-3.2013021	1012.5486	56.920956	45	1.0975188	96
26/11/2016	1001A	2016	11	6	318.000000	2.3014530	0.6246142	1003.9803	66.903051	45	1.1685159	96
27/11/2016	1001A	2016	11	0	57.083333	0.2031491	1.5050305	1010.3794	42.839582	45	2.6315802	96
28/11/2016	1001A	2016	11	1	76.791667	0.4625685	-0.6848534	1015.3587	55.344862	45	1.2287134	96
30/11/2016	1001A	2016	11	3	106.000000	0.8906105	2.9999756	1008.0559	66.001253	45	1.8019068	96
1/12/2016	1001A	2016	12	4	37.083333	0.2450553	2.1562110	1014.9632	45.973787	45	1.6481681	83
2/12/2016	1001A	2016	12	5	130.375000	0.3707739	0.6905666	1012.9493	58.598656	45	1.2908799	83
5/12/2016	1001A	2016	12	1	60.529412	0.1742138	1.2875364	1010.4797	47.913492	45	2.3125480	83
6/12/2016	1001A	2016	12	2	101.285714	0.4266489	-0.8323025	1006.2600	53.984895	45	1.1379244	83
7/12/2016	1001A	2016	12	3	150.636364	0.5653385	1.5951253	1006.6416	59.132850	45	1.6141679	83
8/12/2016	1001A	2016	12	4	106.750000	0.1612429	2.3200375	1001.5089	51.974558	45	3.1680857	83
9/12/2016	1001A	2016	12	5	25.833333	0.4206623	-1.3226469	1011.0491	45.010755	45	1.4601946	83
10/12/2016	1001A	2016	12	6	53.625000	0.3059191	-3.0293214	1012.3046	57.995886	45	0.9290609	83
12/12/2016	1001A	2016	12	1	225.722222	2.9649681	1.6712126	1007.1800	66.282021	45	1.6551044	83
14/12/2016	1001A	2016	12	3	30.750000	0.2061424	-3.2509905	1016.2711	37.746271	45	2.0024500	83
15/12/2016	1001A	2016	12	4	32.708333	0.1552563	-2.1821723	1015.6647	44.099593	45	2.5626739	83
16/12/2016	1001A	2016	12	5	190.142857	0.8506998	-1.5617929	1009.9721	53.439331	45	1.4891636	83
18/12/2016	1001A	2016	12	0	268.708333	1.1759719	-1.8815987	1007.1244	73.363417	45	0.7724536	83
19/12/2016	1001A	2016	12	1	284.565217	0.9165525	-1.8527806	1008.2391	77.337453	45	0.8835368	83
22/12/2016	1001A	2016	12	4	113.764706	0.2310865	0.6998839	1006.9199	52.858344	45	2.9668900	83
23/12/2016	1001A	2016	12	5	35.347826	0.1742138	-2.6068840	1012.8284	45.545895	45	1.9160294	83
24/12/2016	1001A	2016	12	6	121.833333	0.9983694	-3.0301842	1012.9847	61.967021	45	1.2512574	83
27/12/2016	1001A	2016	12	2	40.958333	0.1911759	-3.9675366	1017.2230	52.020396	45	1.7799390	83
29/12/2016	1001A	2016	12	4	74.818182	0.3238789	-5.3186872	1018.1875	47.109881	45	1.8565897	83
31/12/2016	1001A	2016	12	6	391.173913	1.2567910	-4.7724242	1010.1107	75.634174	45	0.8217844	83
2/01/2015	1002A	2015	1	5	48.260870	0.1123523	-4.2204941	964.6301	29.504320	362	2.1877332	85
3/01/2015	1002A	2015	1	6	159.958333	0.5593519	-5.0695971	953.8434	39.701448	362	1.2046318	85
6/01/2015	1002A	2015	1	2	21.909091	0.1422853	-4.3968993	963.6054	22.735536	362	2.8766705	85
8/01/2015	1002A	2015	1	4	104.631579	0.4775350	-5.0834255	965.1639	46.685200	362	1.7556105	85
9/01/2015	1002A	2015	1	5	27.130435	0.1622406	-3.3042185	964.9436	32.894204	362	2.8261575	85
10/01/2015	1002A	2015	1	6	33.750000	0.1422853	-1.3713345	959.3418	32.654818	362	2.4994938	85
11/01/2015	1002A	2015	1	0	40.217391	0.1792027	-1.4492980	967.8011	32.286182	362	2.0979786	85
12/01/2015	1002A	2015	1	1	144.200000	1.1240880	-5.3441941	971.2326	54.317764	362	1.5662584	85
13/01/2015	1002A	2015	1	2	131.208333	1.2587865	-5.5613534	967.0707	60.758702	362	1.2123951	85
16/01/2015	1002A	2015	1	5	76.772727	0.1572518	-5.1304890	965.0607	45.646985	362	4.6067268	85
18/01/2015	1002A	2015	1	0	65.750000	0.2670062	-3.0861711	956.5002	45.019545	362	3.2946508	85
19/01/2015	1002A	2015	1	1	43.608696	0.2540352	-3.3125355	960.7464	37.699894	362	2.0725067	85
20/01/2015	1002A	2015	1	2	80.166667	0.4605729	-4.6969578	958.4995	53.599569	362	1.8918190	85
21/01/2015	1002A	2015	1	3	11.909091	0.1512652	-3.5118299	964.1912	41.546285	362	2.8585567	85
22/01/2015	1002A	2015	1	4	64.875000	0.1792027	-5.7724830	960.3935	48.172930	362	1.4091963	85
23/01/2015	1002A	2015	1	5	205.947368	0.2949436	-4.3279207	955.6176	50.084376	362	1.3607765	85
28/01/2015	1002A	2015	1	3	33.772727	0.1203344	-6.7506929	968.4662	34.315473	362	1.4963413	85
29/01/2015	1002A	2015	1	4	43.727273	0.1642362	-5.0141153	964.6146	41.479858	362	2.6029741	85
30/01/2015	1002A	2015	1	5	8.086956	0.1512652	-7.2072885	970.5342	31.599564	362	3.0284957	85
31/01/2015	1002A	2015	1	6	12.875000	0.1333054	-7.8904734	972.8480	31.202306	362	1.8706553	85
3/02/2015	1002A	2015	2	2	106.521739	0.8576842	-2.0905207	967.3152	49.188290	362	2.5194047	82
4/02/2015	1002A	2015	2	3	8.173913	0.1293143	-3.2480713	967.7986	34.157028	362	4.7502762	82
5/02/2015	1002A	2015	2	4	15.260870	0.1442808	-2.2729019	967.6557	37.528379	362	3.1640096	82
7/02/2015	1002A	2015	2	6	5.217391	0.1033724	-3.3221621	965.7727	27.425746	362	4.1663788	82
8/02/2015	1002A	2015	2	0	16.791667	0.1313098	-8.5050770	970.4900	21.889634	362	2.5292959	82
9/02/2015	1002A	2015	2	1	77.125000	0.2849660	-5.3865254	963.6646	28.119679	362	1.6554394	82
11/02/2015	1002A	2015	2	3	17.043478	0.1392920	-0.2968732	953.8037	29.762908	362	3.0291696	82
13/02/2015	1002A	2015	2	5	101.826087	0.5783095	-2.2584414	953.9742	42.566422	362	1.9577024	82
14/02/2015	1002A	2015	2	6	212.652174	0.7748696	0.2469030	949.7076	40.255076	362	1.6170297	82
16/02/2015	1002A	2015	2	1	101.458333	0.2081379	1.1980294	955.5975	42.449093	362	2.9024771	82
17/02/2015	1002A	2015	2	2	20.458333	0.1562540	0.9462618	960.9640	38.389930	362	2.9600874	82
18/02/2015	1002A	2015	2	3	25.708333	0.1163433	-0.5330212	967.0670	41.929417	362	1.4705322	82
22/02/2015	1002A	2015	2	0	52.173913	0.1283165	-5.2661732	959.5971	28.615409	362	4.4789550	82
23/02/2015	1002A	2015	2	1	36.818182	0.1802004	-3.8022058	956.9149	37.859518	362	1.7678475	82
24/02/2015	1002A	2015	2	2	143.227273	0.7998137	-1.9380642	951.4722	50.877463	362	1.6577866	82
25/02/2015	1002A	2015	2	3	59.652174	0.1672295	-1.0057074	955.9390	31.358141	362	3.8089464	82
26/02/2015	1002A	2015	2	4	10.708333	0.2590240	-3.4470575	962.0230	27.695965	362	2.8157035	82
1/03/2015	1002A	2015	3	0	23.875000	0.1742138	1.1234262	956.8581	32.522911	362	3.0693308	79
2/03/2015	1002A	2015	3	1	28.130435	0.3258744	1.6746313	949.4954	34.200654	362	2.7243058	79
3/03/2015	1002A	2015	3	2	7.666667	0.2061424	-2.7489285	959.8870	18.391052	362	5.2794667	79
4/03/2015	1002A	2015	3	3	18.956522	0.1782049	-4.5294095	963.6704	21.913538	362	1.8735280	79
5/03/2015	1002A	2015	3	4	82.541667	0.7150035	-2.3025257	961.3467	25.365398	362	2.0373987	79
6/03/2015	1002A	2015	3	5	179.458333	0.9105659	0.1249843	955.1550	37.814736	362	1.9649763	79
8/03/2015	1002A	2015	3	0	111.304348	0.3238789	2.1221095	959.1658	44.692731	362	3.3905705	79
9/03/2015	1002A	2015	3	1	5.833333	0.1622406	-3.8833534	971.2123	14.540266	362	3.9890669	79
10/03/2015	1002A	2015	3	2	16.000000	0.2091357	-2.2707492	966.3560	20.234568	362	2.5565871	79
11/03/2015	1002A	2015	3	3	14.318182	0.1792027	0.9831877	959.7708	19.042890	362	2.4156423	79
12/03/2015	1002A	2015	3	4	55.928571	0.3059191	2.3823260	953.7024	20.977151	362	1.9592009	79
13/03/2015	1002A	2015	3	5	34.125000	0.2161200	2.3800309	958.7008	24.281650	362	2.3046458	79
15/03/2015	1002A	2015	3	0	73.956522	0.3767605	6.8354644	954.5314	22.692113	362	2.6636036	79
16/03/2015	1002A	2015	3	1	206.739130	1.3455923	8.8558307	949.6268	44.067263	362	1.8425238	79
17/03/2015	1002A	2015	3	2	112.625000	0.6601263	8.2890279	956.8962	40.926500	362	2.2441028	79
18/03/2015	1002A	2015	3	3	47.913044	1.1520255	6.9600480	953.8243	34.242519	362	1.7749318	79
20/03/2015	1002A	2015	3	5	35.291667	0.4426131	9.3947416	955.8012	18.169007	362	2.2935480	79
21/03/2015	1002A	2015	3	6	16.913044	0.2290910	10.6507844	956.5258	9.726535	362	3.7259351	79
22/03/2015	1002A	2015	3	0	17.291667	0.1712205	6.2995518	964.8033	15.010289	362	3.0843797	79
23/03/2015	1002A	2015	3	1	19.291667	0.1303121	5.9223682	966.3590	20.689553	362	2.0024684	79
24/03/2015	1002A	2015	3	2	59.818182	0.3198878	6.2326611	967.8244	27.102066	362	2.2343984	79
25/03/2015	1002A	2015	3	3	121.208333	1.1290768	7.5572110	967.3485	41.024453	362	1.9373988	79
26/03/2015	1002A	2015	3	4	112.500000	1.1769696	10.0051462	966.0582	41.445274	362	2.1066140	79
27/03/2015	1002A	2015	3	5	103.318182	1.0372823	10.8821752	958.3849	39.513181	362	2.2412614	79
28/03/2015	1002A	2015	3	6	69.952381	0.7628963	13.7349468	952.5662	36.655538	362	3.3297054	79
5/04/2015	1002A	2015	4	0	33.291667	0.4186667	8.8635028	956.5459	37.286102	362	4.4841133	123
6/04/2015	1002A	2015	4	1	17.333333	0.4076913	3.6879903	966.8545	27.881223	362	3.8824623	123
7/04/2015	1002A	2015	4	2	16.166667	0.1682272	4.3301855	967.5760	28.806669	362	2.3635930	123
8/04/2015	1002A	2015	4	3	74.909091	0.8287490	5.3717420	960.8880	43.892670	362	1.9782656	123
9/04/2015	1002A	2015	4	4	154.739130	1.4323980	8.4539307	957.4276	53.802826	362	2.0471350	123
13/04/2015	1002A	2015	4	1	23.150000	0.3541287	7.6607062	963.0542	43.992755	362	2.7266227	123
14/04/2015	1002A	2015	4	2	29.052632	0.1751754	13.0955959	947.9273	37.401186	362	2.2714479	123
16/04/2015	1002A	2015	4	4	19.043478	0.1303121	12.3111989	950.5534	14.459189	362	4.6042777	123
17/04/2015	1002A	2015	4	5	40.913044	0.0926940	13.7754696	948.1733	25.682839	362	2.5176746	123
20/04/2015	1002A	2015	4	1	30.090909	0.2290910	12.2914499	953.3380	33.443454	362	2.1236448	123
22/04/2015	1002A	2015	4	3	31.761905	0.1606362	14.8468450	955.7830	29.808986	362	2.2353293	123
23/04/2015	1002A	2015	4	4	43.958333	0.0688228	17.2499070	954.3171	30.442278	362	2.9513205	123
24/04/2015	1002A	2015	4	5	37.380952	0.0513414	15.7992277	959.7177	25.536459	362	2.1398886	123
25/04/2015	1002A	2015	4	6	54.863636	0.1203344	18.6917656	954.5325	28.572833	362	2.0105305	123
26/04/2015	1002A	2015	4	0	81.227273	0.4954478	20.6022304	949.9714	35.626660	362	2.2279794	123
28/04/2015	1002A	2015	4	2	39.761905	1.0143336	17.1801932	950.0952	61.603307	362	1.8919397	123
29/04/2015	1002A	2015	4	3	111.238095	0.8369067	18.7139377	952.3762	61.329920	362	2.0385774	123
30/04/2015	1002A	2015	4	4	121.272727	2.4012297	20.2222235	950.4227	61.632286	362	2.3729038	123
2/05/2015	1002A	2015	5	6	56.826087	0.6428974	15.7175839	949.8682	71.461904	362	1.9493784	158
3/05/2015	1002A	2015	5	0	33.318182	0.1871848	15.1419738	953.7196	31.850634	362	3.8126782	158
4/05/2015	1002A	2015	5	1	15.791667	0.0237164	14.6151252	954.0060	21.783555	362	3.2181274	158
5/05/2015	1002A	2015	5	2	34.590909	0.3258744	16.1260792	945.3565	33.595160	362	2.3661909	158
7/05/2015	1002A	2015	5	4	34.352941	0.3937226	14.8442080	950.5811	31.852572	362	2.7799069	158
8/05/2015	1002A	2015	5	5	31.846154	0.1502674	14.7648081	949.3808	45.206147	362	2.2749989	158
11/05/2015	1002A	2015	5	1	11.739130	0.4276466	9.9435337	946.7944	61.899462	362	3.1448635	158
15/05/2015	1002A	2015	5	5	13.727273	0.1423060	17.5039176	954.2998	32.947968	362	2.7962131	158
16/05/2015	1002A	2015	5	6	34.000000	0.0640354	17.7220036	949.8720	36.208381	362	2.1914443	158
19/05/2015	1002A	2015	5	2	10.130435	0.0824478	17.5317429	948.4412	22.157508	362	4.1380482	158
20/05/2015	1002A	2015	5	3	11.950000	0.1576735	19.0761366	955.4017	30.597021	362	2.9592039	158
22/05/2015	1002A	2015	5	5	42.866667	0.4186667	19.8590213	949.3604	41.373629	362	1.6732653	158
23/05/2015	1002A	2015	5	6	71.173913	0.5675765	21.5006569	948.4096	45.507447	362	1.7640904	158
24/05/2015	1002A	2015	5	0	103.043478	1.2327295	22.4209868	947.1493	47.129767	362	1.8889286	158
25/05/2015	1002A	2015	5	1	98.608696	0.7306828	23.7960465	946.1938	45.845095	362	2.0070137	158
26/05/2015	1002A	2015	5	2	93.200000	0.8894739	25.2967212	946.1831	45.332245	362	2.3537681	158
27/05/2015	1002A	2015	5	3	86.150000	1.1304384	23.2460602	945.3014	50.110529	362	2.2837837	158
30/05/2015	1002A	2015	5	6	31.227273	0.2485075	21.0453371	947.6228	40.602583	362	2.3388835	158
31/05/2015	1002A	2015	5	0	45.571429	0.4952630	23.8468531	941.6943	47.483754	362	2.4603520	158
2/06/2015	1002A	2015	6	2	20.434783	0.1223172	23.7052215	949.4012	25.262305	362	3.6686588	177
5/06/2015	1002A	2015	6	5	16.916667	0.3463787	19.7881679	939.3514	62.833833	362	1.8714083	177
6/06/2015	1002A	2015	6	6	9.400000	0.3697762	19.8854668	943.0596	58.182762	362	2.4479256	177
8/06/2015	1002A	2015	6	1	13.050000	0.0614329	18.6082200	945.7798	55.446064	362	1.7783203	177
9/06/2015	1002A	2015	6	2	35.000000	0.6651152	20.5012035	942.7069	57.654574	362	2.2311444	177
14/06/2015	1002A	2015	6	0	11.391304	0.5393965	21.7765334	949.2543	58.237259	362	1.7343123	177
16/06/2015	1002A	2015	6	2	85.823529	1.2082257	22.4712814	945.1080	62.036329	362	1.6831503	177
18/06/2015	1002A	2015	6	4	5.277778	0.2859637	22.9299040	947.5143	38.900697	362	2.5589267	177
20/06/2015	1002A	2015	6	6	11.625000	0.4076913	21.4914676	952.2110	56.218483	362	1.5938169	177
22/06/2015	1002A	2015	6	1	76.478261	1.6748554	22.9114462	946.5599	54.917316	362	1.9450039	177
30/06/2015	1002A	2015	6	2	9.500000	0.0440466	19.4124156	944.1717	66.487501	362	2.2598151	177
5/07/2015	1002A	2015	7	0	58.416667	0.5007183	20.6320374	950.2873	64.077338	362	2.2037499	181
7/07/2015	1002A	2015	7	2	66.916667	1.1426511	24.1689625	949.4989	58.797462	362	1.9411288	181
8/07/2015	1002A	2015	7	3	108.391304	2.0097782	25.0058930	950.7173	60.322337	362	2.2900035	181
9/07/2015	1002A	2015	7	4	72.090909	1.2510858	25.4942630	953.0462	54.279383	362	2.4963766	181
10/07/2015	1002A	2015	7	5	48.333333	2.9340373	24.8895086	951.4450	55.561045	362	2.4755261	181
11/07/2015	1002A	2015	7	6	92.125000	1.6859198	25.5692454	948.6509	61.550989	362	1.6979469	181
12/07/2015	1002A	2015	7	0	91.666667	0.9263358	27.2197178	942.0906	56.335440	362	1.7251790	181
13/07/2015	1002A	2015	7	1	43.782609	0.3398022	28.3613841	940.0671	47.845955	362	1.7512462	181
14/07/2015	1002A	2015	7	2	28.833333	1.0163292	25.7113460	945.1308	55.580690	362	2.2525399	181
23/07/2015	1002A	2015	7	4	19.285714	0.3516884	23.1160908	945.3371	74.875236	362	1.3462511	181
24/07/2015	1002A	2015	7	5	31.555556	0.3161884	23.3674748	943.3475	69.858546	362	1.6615645	181
26/07/2015	1002A	2015	7	0	56.833333	0.2877071	26.0031107	945.0722	66.312117	362	1.4452045	181
27/07/2015	1002A	2015	7	1	86.541667	3.5626305	24.7591014	945.9631	78.805882	362	1.9202595	181
2/08/2015	1002A	2015	8	0	48.583333	0.3237649	23.5455131	944.3041	83.180666	362	1.4052543	200
4/08/2015	1002A	2015	8	2	12.833333	0.0452817	22.0606477	943.3552	67.262231	362	2.0740978	200
6/08/2015	1002A	2015	8	4	38.500000	0.8790504	22.1112383	948.0384	76.110720	362	1.3657876	200
9/08/2015	1002A	2015	8	0	40.333333	0.3563787	23.9481065	952.3053	73.018106	362	1.4172835	200
10/08/2015	1002A	2015	8	1	23.583333	0.2102463	25.1764829	951.2440	61.802197	362	1.3318692	200
11/08/2015	1002A	2015	8	2	66.347826	0.8179813	25.1805200	950.1309	65.371661	362	1.3980866	200
12/08/2015	1002A	2015	8	3	55.130435	0.2628843	25.4713114	947.9957	66.228268	362	1.8291112	200
13/08/2015	1002A	2015	8	4	112.695652	1.1587761	26.0787562	945.4423	67.059209	362	1.5576903	200
15/08/2015	1002A	2015	8	6	14.571429	0.0252929	23.5511138	946.8561	54.114988	362	1.5477790	200
16/08/2015	1002A	2015	8	0	19.916667	0.1630709	24.4235061	946.9321	54.838298	362	1.3680451	200
20/08/2015	1002A	2015	8	4	34.173913	0.3907293	21.8635348	949.3917	65.094460	362	1.9182316	200
21/08/2015	1002A	2015	8	5	8.000000	0.2929481	22.5753361	947.4174	54.555456	362	1.4943104	200
26/08/2015	1002A	2015	8	3	6.857143	0.1502674	21.6300957	950.6354	69.312545	362	1.3161348	200
28/08/2015	1002A	2015	8	5	11.136364	0.2332836	21.8695088	948.9959	64.521486	362	1.6948965	200
29/08/2015	1002A	2015	8	6	25.500000	0.5264256	21.4153782	949.7237	66.866187	362	1.7157835	200
2/09/2015	1002A	2015	9	3	6.521739	0.2340798	20.5722438	954.1952	73.936997	362	1.3725164	190
3/09/2015	1002A	2015	9	4	10.238095	0.2989347	21.6932754	954.8132	69.076719	362	1.3267343	190
6/09/2015	1002A	2015	9	0	11.916667	0.4875127	18.4667475	953.6702	75.180132	362	1.1442742	190
7/09/2015	1002A	2015	9	1	16.391304	0.1194235	19.0161036	953.7506	74.178172	362	1.3723888	190
8/09/2015	1002A	2015	9	2	35.565217	0.3867382	19.3247527	954.9937	72.869655	362	1.5713565	190
12/09/2015	1002A	2015	9	6	5.869565	0.1762094	15.5112092	956.9527	51.933537	362	2.9646867	190
13/09/2015	1002A	2015	9	0	10.086956	0.0416231	17.1663354	956.5038	59.960959	362	1.5060913	190
15/09/2015	1002A	2015	9	2	88.666667	0.9744230	16.4535196	959.2141	71.718364	362	1.4140752	190
16/09/2015	1002A	2015	9	3	101.571429	1.2798676	16.8477327	957.9457	76.442029	362	1.4703055	190
18/09/2015	1002A	2015	9	5	42.041667	0.0802481	19.5017963	956.9855	69.748799	362	1.5485083	190
19/09/2015	1002A	2015	9	6	7.583333	0.0530578	17.6896766	957.2628	59.857059	362	1.3897005	190
20/09/2015	1002A	2015	9	0	114.285714	1.8745224	17.7933044	953.1256	72.952311	362	1.5329932	190
21/09/2015	1002A	2015	9	1	99.541667	1.5012439	18.7774949	951.3703	70.614706	362	1.6283433	190
24/09/2015	1002A	2015	9	4	75.521739	2.1517880	16.8024536	949.6512	80.762054	362	1.5170358	190
25/09/2015	1002A	2015	9	5	9.666667	0.1223299	15.3668240	951.4162	63.195205	362	1.8835348	190
26/09/2015	1002A	2015	9	6	18.458333	0.2176362	14.5929240	953.2682	62.245150	362	1.5895065	190
27/09/2015	1002A	2015	9	0	30.043478	0.2297313	17.0462854	954.4669	61.407992	362	1.4642943	190
1/10/2015	1002A	2015	10	4	8.470588	0.0212108	12.9285300	952.3560	52.761010	362	4.2702900	149
2/10/2015	1002A	2015	10	5	14.909090	0.0448582	14.5636800	950.9372	54.477780	362	2.3438860	149
3/10/2015	1002A	2015	10	6	13.208330	0.0586231	15.1116200	958.9219	55.966460	362	1.7362580	149
4/10/2015	1002A	2015	10	0	63.454550	0.5763078	14.4712200	961.5766	73.168370	362	1.0957730	149
5/10/2015	1002A	2015	10	1	175.041700	0.8787275	15.1527800	958.0399	74.949310	362	1.3003340	149
6/10/2015	1002A	2015	10	2	196.772700	1.0043560	15.8178300	956.3579	75.520230	362	1.3468420	149
7/10/2015	1002A	2015	10	3	238.600000	2.5548860	16.7893400	954.3110	70.809130	362	1.8680540	149
8/10/2015	1002A	2015	10	4	5.954545	0.1113545	11.9640100	958.5819	29.155680	362	3.5812580	149
9/10/2015	1002A	2015	10	5	5.950000	0.0678116	10.1457400	950.8474	37.607500	362	4.0031320	149
11/10/2015	1002A	2015	10	0	5.791667	0.0660448	12.1919400	956.9008	39.348160	362	3.4848610	149
12/10/2015	1002A	2015	10	1	9.857143	0.0293526	12.3192200	960.3380	44.979120	362	1.7486390	149
13/10/2015	1002A	2015	10	2	14.000000	0.0247873	12.5614500	959.6430	52.048900	362	1.1599590	149
15/10/2015	1002A	2015	10	4	65.583330	0.1974590	13.2042700	956.7276	66.565860	362	1.2349410	149
16/10/2015	1002A	2015	10	5	132.041700	0.5929385	13.3292600	957.1329	69.659900	362	1.3052690	149
18/10/2015	1002A	2015	10	0	19.391300	0.5753993	12.4995700	962.6474	51.347910	362	2.4909980	149
19/10/2015	1002A	2015	10	1	35.913040	0.4125914	10.7170700	955.5428	69.965730	362	1.5856240	149
23/10/2015	1002A	2015	10	5	36.681820	0.2270821	9.8346230	956.7914	79.596070	362	1.4585800	149
27/10/2015	1002A	2015	10	2	11.727270	0.1431996	6.8173210	954.6173	41.634340	362	2.7363490	149
28/10/2015	1002A	2015	10	3	4.913043	0.1981602	5.4634350	960.6321	40.307960	362	2.6622000	149
29/10/2015	1002A	2015	10	4	5.954545	0.1193366	4.0149700	964.6162	35.477800	362	3.2242600	149
30/10/2015	1002A	2015	10	5	12.739130	0.1353009	3.5073240	968.0563	48.986140	362	1.9222780	149
31/10/2015	1002A	2015	10	6	24.125000	0.0606940	4.3629310	968.3956	52.499660	362	1.3802870	149
1/11/2015	1002A	2015	11	0	28.062500	0.1243255	5.2721110	961.9039	54.909780	362	1.5025980	90
2/11/2015	1002A	2015	11	1	33.476190	0.1373414	6.2214680	959.6572	54.603020	362	1.2926140	90
3/11/2015	1002A	2015	11	2	121.000000	1.5072310	7.0645990	960.0446	62.322590	362	1.6301370	90
29/11/2015	1002A	2015	11	0	127.904800	0.7798584	-2.3920300	962.7731	75.623060	362	1.4637480	90
1/12/2015	1002A	2015	12	2	427.761900	3.0118630	-2.1124620	955.8682	84.927690	362	1.6836870	96
4/12/2015	1002A	2015	12	5	12.652170	0.1462763	-3.5162420	963.2385	46.760310	362	3.2082470	96
5/12/2015	1002A	2015	12	6	18.833330	0.1283165	-2.5607030	965.3016	57.952320	362	2.0134690	96
7/12/2015	1002A	2015	12	1	173.500000	3.0028830	-2.1276060	968.0068	76.811640	362	1.1782970	96
9/12/2015	1002A	2015	12	3	189.550000	2.9659660	-0.4166522	961.7223	88.113980	362	1.1192980	96
10/12/2015	1002A	2015	12	4	78.550000	0.1233277	-0.3169200	962.8822	64.212150	362	2.1852200	96
11/12/2015	1002A	2015	12	5	37.300000	0.3707739	-3.7160850	965.0309	61.015180	362	1.0929400	96
12/12/2015	1002A	2015	12	6	85.500000	0.5583541	-2.8476890	962.1300	70.084480	362	1.0226510	96
14/12/2015	1002A	2015	12	1	49.846150	0.1811982	-1.4023630	959.3036	75.775470	362	2.4919130	96
15/12/2015	1002A	2015	12	2	4.958333	0.1522629	-3.5251290	961.7713	41.211110	362	4.6229320	96
17/12/2015	1002A	2015	12	4	36.478260	0.1333054	-6.2374390	967.7082	46.769190	362	2.1342930	96
18/12/2015	1002A	2015	12	5	29.363640	0.1263210	-4.2751770	969.2026	52.903030	362	1.7805750	96
21/12/2015	1002A	2015	12	1	200.458300	0.5952715	-5.4021240	963.0629	77.395910	362	0.9403137	96
22/12/2015	1002A	2015	12	2	213.791700	2.2775070	-5.4202030	963.5366	79.673250	362	1.2330000	96
24/12/2015	1002A	2015	12	4	52.500000	0.1921736	-3.4141780	963.0390	60.400160	362	1.8965870	96
28/12/2015	1002A	2015	12	1	109.583300	0.3597985	-6.7910770	969.9242	59.980750	362	1.2280620	96
30/12/2015	1002A	2015	12	3	38.000000	0.1233277	-2.4280640	966.3965	51.411100	362	3.2150970	96
31/12/2015	1002A	2015	12	4	45.476190	0.2161200	-5.6339620	967.8972	59.322020	362	1.0843280	96
2/01/2016	1002A	2016	1	6	204.208300	0.5593519	-2.7155730	957.0517	65.287010	362	1.3159520	84
5/01/2016	1002A	2016	1	2	9.791667	0.1123523	-7.9699600	965.7953	37.518740	362	2.4228580	84
6/01/2016	1002A	2016	1	3	15.583330	0.1213322	-7.5931170	966.6407	45.451730	362	2.8231440	84
7/01/2016	1002A	2016	1	4	9.631579	0.1153456	-8.2693310	967.3955	42.006690	362	3.4643690	84
8/01/2016	1002A	2016	1	5	9.454545	0.1253232	-7.4962720	963.5048	39.847910	362	2.8433180	84
9/01/2016	1002A	2016	1	6	46.208330	0.2320843	-7.4268610	960.7491	48.261610	362	1.5499930	84
10/01/2016	1002A	2016	1	0	40.875000	0.3119057	-7.1599700	965.6018	49.497680	362	2.0091670	84
11/01/2016	1002A	2016	1	1	10.041670	0.1143478	-10.3467900	971.2121	38.497230	362	3.7197680	84
13/01/2016	1002A	2016	1	3	8.833333	0.1103567	-8.3206340	959.8064	32.483650	362	2.8072080	84
14/01/2016	1002A	2016	1	4	21.956520	0.1193366	-5.8150050	956.1167	35.230920	362	2.4378270	84
15/01/2016	1002A	2016	1	5	66.291670	0.3847427	-6.0271920	953.6947	43.393960	362	1.3252710	84
19/01/2016	1002A	2016	1	2	40.500000	0.2470508	-11.6148800	965.0720	42.231460	362	1.9370750	84
20/01/2016	1002A	2016	1	3	96.541670	0.3927248	-9.5571280	968.2780	49.858550	362	1.4657140	84
21/01/2016	1002A	2016	1	4	135.900000	1.5182060	-9.0050210	967.4876	66.450020	362	1.8535120	84
25/01/2016	1002A	2016	1	1	16.625000	0.1273188	-9.0157420	965.8634	32.372830	362	3.1282750	84
26/01/2016	1002A	2016	1	2	23.208330	0.2081379	-7.9085580	963.0263	32.852670	362	3.1656910	84
27/01/2016	1002A	2016	1	3	56.750000	0.3727695	-8.2992960	962.5520	42.630630	362	1.3857820	84
28/01/2016	1002A	2016	1	4	84.913040	0.2809749	-6.4987770	965.1133	42.199950	362	1.6502660	84
29/01/2016	1002A	2016	1	5	81.958330	1.4703130	-8.6166970	968.9987	47.159330	362	1.6476750	84
31/01/2016	1002A	2016	1	0	9.000000	0.1263210	-9.2444530	972.0042	35.642610	362	3.3910390	84
1/02/2016	1002A	2016	2	1	7.363636	0.1313098	-7.3470100	970.7972	38.842410	362	2.4666430	80
3/02/2016	1002A	2016	2	3	25.416670	0.2111312	-6.1058840	963.7148	39.551630	362	1.5914870	80
5/02/2016	1002A	2016	2	5	9.000000	0.1263210	-5.2119470	966.4777	33.120990	362	4.0589790	80
6/02/2016	1002A	2016	2	6	21.875000	0.1313098	-4.1542030	964.9075	34.049960	362	3.1738830	80
7/02/2016	1002A	2016	2	0	28.708330	0.1442808	-3.5702360	956.6629	35.628350	362	2.8627880	80
8/02/2016	1002A	2016	2	1	87.708330	0.1183389	0.2982223	952.1502	31.010880	362	3.2242500	80
9/02/2016	1002A	2016	2	2	37.000000	0.2769838	-0.4985008	957.9647	41.652640	362	1.6659590	80
10/02/2016	1002A	2016	2	3	80.666670	0.6142291	-0.5970650	954.8343	42.733300	362	1.6495290	80
14/02/2016	1002A	2016	2	0	7.458333	0.2051446	-9.1993820	966.8905	36.955360	362	4.8959730	80
15/02/2016	1002A	2016	2	1	6.625000	0.1033724	-5.9424170	961.7638	39.903710	362	4.4192090	80
16/02/2016	1002A	2016	2	2	7.416667	0.1233277	-1.7594340	959.0608	40.201220	362	4.3740560	80
17/02/2016	1002A	2016	2	3	20.333330	0.1911759	-0.8582964	958.5694	44.877470	362	2.1181240	80
18/02/2016	1002A	2016	2	4	12.333330	0.1103567	0.3158286	957.1042	30.310010	362	3.4816300	80
19/02/2016	1002A	2016	2	5	13.791670	0.1293143	-2.1856580	964.4678	37.418200	362	3.3519400	80
22/02/2016	1002A	2016	2	1	67.708330	0.2560307	-2.8262170	963.4487	48.223690	362	3.1381440	80
23/02/2016	1002A	2016	2	2	9.521739	0.1323076	-4.9837310	973.0671	30.220800	362	3.3689080	80
24/02/2016	1002A	2016	2	3	19.583330	0.1941692	-5.0618980	970.0161	36.150690	362	2.5007570	80
28/02/2016	1002A	2016	2	0	16.521740	0.2699995	-3.2403340	966.2569	44.907170	362	3.4133720	80
29/02/2016	1002A	2016	2	1	29.761900	0.2630151	-4.0696510	968.4408	34.671220	362	2.1266040	80
1/03/2016	1002A	2016	3	2	101.791700	0.4086891	0.1731785	960.2004	41.048560	362	1.6138550	80
2/03/2016	1002A	2016	3	3	133.583300	0.2021513	5.3556080	954.0851	42.214730	362	1.7716470	80
5/03/2016	1002A	2016	3	6	56.416670	0.4485997	4.4836730	957.4869	25.096010	362	3.6942070	80
7/03/2016	1002A	2016	3	1	22.428570	0.1362987	1.5235010	959.2703	32.080260	362	3.5938920	80
8/03/2016	1002A	2016	3	2	7.869565	0.1442808	-2.4379590	966.9438	18.645850	362	3.8648880	80
9/03/2016	1002A	2016	3	3	7.166667	0.1891803	-3.2749090	968.7790	22.758650	362	3.7438520	80
10/03/2016	1002A	2016	3	4	10.782610	0.1782049	-2.0630040	966.2965	24.028750	362	3.4745980	80
11/03/2016	1002A	2016	3	5	20.083330	0.1562540	-1.5710830	960.3005	29.051620	362	2.0303930	80
12/03/2016	1002A	2016	3	6	97.304350	0.4865149	-0.2841598	954.2895	40.678600	362	1.5936460	80
13/03/2016	1002A	2016	3	0	12.772730	0.1482719	2.5732450	961.0742	29.194090	362	3.0210240	80
14/03/2016	1002A	2016	3	1	54.809520	0.1911759	3.7729230	959.6244	32.713820	362	2.0894980	80
16/03/2016	1002A	2016	3	3	232.043500	1.0941550	6.1698100	953.7839	54.359340	362	1.5799650	80
18/03/2016	1002A	2016	3	5	147.913000	0.4037002	9.6408070	951.1656	44.423280	362	2.1864960	80
20/03/2016	1002A	2016	3	0	55.375000	0.3837449	8.0963520	963.3626	42.364320	362	1.1408590	80
21/03/2016	1002A	2016	3	1	98.583330	0.8137825	8.8900230	960.2359	41.000650	362	1.4882170	80
23/03/2016	1002A	2016	3	3	5.434783	0.1712205	5.8429480	968.5632	25.975230	362	3.7960140	80
24/03/2016	1002A	2016	3	4	7.250000	0.2081379	4.2498030	968.9669	27.233290	362	2.2268460	80
25/03/2016	1002A	2016	3	5	7.375000	0.2450553	4.7951640	965.6864	30.038180	362	2.1624440	80
26/03/2016	1002A	2016	3	6	8.565217	0.3558074	7.7349570	962.6506	25.791030	362	2.5610190	80
27/03/2016	1002A	2016	3	0	9.750000	0.1632384	9.5446420	957.2084	23.571210	362	1.8822080	80
29/03/2016	1002A	2016	3	2	9.333333	0.2979369	11.6472500	954.7223	27.532540	362	2.8567330	80
30/03/2016	1002A	2016	3	3	21.826090	0.1392463	11.5778900	954.8379	25.886210	362	2.5055090	80
31/03/2016	1002A	2016	3	4	134.904800	1.3126660	13.0693000	946.1571	43.400180	362	2.4829450	80
3/04/2016	1002A	2016	4	0	14.833330	0.0983835	10.3331700	959.7329	18.871580	362	1.8846490	144
4/04/2016	1002A	2016	4	1	53.750000	0.3283899	10.7747300	951.1922	35.743080	362	1.8113720	144
5/04/2016	1002A	2016	4	2	93.666670	1.7067840	12.2373800	950.9020	45.176480	362	2.2767170	144
7/04/2016	1002A	2016	4	4	53.583330	0.1672295	13.6746000	950.9083	34.460790	362	3.1784990	144
8/04/2016	1002A	2016	4	5	18.318180	0.2181156	13.6425000	953.1189	12.201770	362	3.4821650	144
9/04/2016	1002A	2016	4	6	51.625000	0.1881826	14.4611600	948.6734	25.114570	362	2.3130970	144
10/04/2016	1002A	2016	4	0	59.095240	0.3811903	10.8950800	955.0269	27.435250	362	2.2705030	144
11/04/2016	1002A	2016	4	1	39.590910	0.6730973	8.1651260	955.3637	33.786640	362	3.2382110	144
12/04/2016	1002A	2016	4	2	75.916670	0.5074680	9.0959670	946.3882	67.979420	362	1.9988330	144
13/04/2016	1002A	2016	4	3	74.416670	0.0419403	13.2968500	944.1728	51.370470	362	2.9966400	144
14/04/2016	1002A	2016	4	4	26.318180	0.2028937	14.2605900	953.2249	25.793560	362	3.0261460	144
17/04/2016	1002A	2016	4	0	7.857143	0.1921736	10.7392100	950.0131	26.213900	362	4.0401100	144
18/04/2016	1002A	2016	4	1	11.050000	0.1103567	10.6455600	951.7282	31.306210	362	2.4189920	144
20/04/2016	1002A	2016	4	3	64.409090	0.2570285	13.9069400	952.0767	45.998890	362	2.2922990	144
21/04/2016	1002A	2016	4	4	73.391300	0.1125056	16.3851600	944.1113	32.617940	362	3.0618750	144
22/04/2016	1002A	2016	4	5	32.304350	0.0538470	15.6336000	949.0985	12.710560	362	3.8899590	144
24/04/2016	1002A	2016	4	0	92.666670	0.4586735	14.6416900	949.6251	34.927760	362	2.1006490	144
25/04/2016	1002A	2016	4	1	112.500000	1.2016320	18.4221500	950.5820	48.871420	362	2.7751030	144
26/04/2016	1002A	2016	4	2	91.550000	1.1967430	15.7529900	954.4928	47.987250	362	2.5037090	144
28/04/2016	1002A	2016	4	4	86.166670	0.6556977	15.9744600	953.3783	54.478730	362	2.1857040	144
29/04/2016	1002A	2016	4	5	128.250000	0.7038153	16.6761200	947.0169	53.274110	362	2.1956140	144
30/04/2016	1002A	2016	4	6	146.904800	0.4562388	19.5840900	942.7472	52.204040	362	2.3786380	144
3/05/2016	1002A	2016	5	2	33.608700	0.0965653	14.7932500	942.1731	40.318460	362	3.9904260	177
5/05/2016	1002A	2016	5	4	59.900000	0.5740634	17.3568400	945.7220	38.233590	362	3.0470430	177
6/05/2016	1002A	2016	5	5	61.166670	0.1562540	15.4687000	951.6861	24.702620	362	4.7398980	177
7/05/2016	1002A	2016	5	6	11.304350	0.0351642	16.6114000	956.6394	22.767150	362	2.0644980	177
8/05/2016	1002A	2016	5	0	55.083330	0.4777313	17.4881900	951.7835	39.212440	362	2.1537830	177
10/05/2016	1002A	2016	5	2	29.166670	0.0881660	16.3646700	949.4018	58.491580	362	1.8147720	177
15/05/2016	1002A	2016	5	0	16.380950	0.1652339	13.8903300	952.8086	48.712680	362	2.6639470	177
16/05/2016	1002A	2016	5	1	11.857140	0.0277873	18.2361700	948.4076	33.874760	362	2.7493120	177
17/05/2016	1002A	2016	5	2	41.428570	0.1897089	20.6693900	948.8595	39.758410	362	2.3889780	177
20/05/2016	1002A	2016	5	5	82.166670	1.0302980	19.7497600	955.0861	47.535520	362	2.4276350	177
21/05/2016	1002A	2016	5	6	58.875000	0.4206250	19.9514100	957.9711	43.817610	362	2.4786300	177
24/05/2016	1002A	2016	5	2	14.294120	0.1323076	16.7373000	943.7906	53.804460	362	3.2147360	177
26/05/2016	1002A	2016	5	4	15.208330	0.0594590	19.8918300	949.8485	36.246240	362	2.8158340	177
28/05/2016	1002A	2016	5	6	63.041670	0.4334160	20.9630000	946.1787	45.829510	362	2.0270960	177
29/05/2016	1002A	2016	5	0	19.333330	0.1632384	21.3707400	947.4027	29.990010	362	2.7467030	177
30/05/2016	1002A	2016	5	1	67.833330	0.9275279	23.2388000	943.8897	42.279100	362	2.0071850	177
1/06/2016	1002A	2016	6	3	31.250000	0.4715484	20.9509400	952.6632	41.987740	362	1.6078960	189
2/06/2016	1002A	2016	6	4	47.333330	0.6192724	22.3298400	949.9198	39.332440	362	1.8313620	189
5/06/2016	1002A	2016	6	0	87.500000	1.1123970	21.8621400	949.9738	49.931600	362	1.8987970	189
6/06/2016	1002A	2016	6	1	77.125000	1.2204090	21.0605800	949.9411	60.606200	362	1.6172780	189
8/06/2016	1002A	2016	6	3	92.625000	0.7779646	21.4301800	948.8607	63.402710	362	1.7683570	189
11/06/2016	1002A	2016	6	6	5.666667	0.0578825	21.8252200	948.6224	41.342850	362	2.2703150	189
16/06/2016	1002A	2016	6	4	14.208330	0.3208856	23.0137300	940.2485	52.707140	362	1.8854420	189
19/06/2016	1002A	2016	6	0	34.217390	0.3747650	24.5751500	946.4542	47.288030	362	1.7784820	189
20/06/2016	1002A	2016	6	1	80.958330	1.4925650	24.5178800	943.7526	60.881100	362	2.0467660	189
22/06/2016	1002A	2016	6	3	53.875000	0.8097914	24.2690200	943.4181	69.284560	362	1.7084200	189
25/06/2016	1002A	2016	6	6	15.875000	0.3139310	25.2466100	948.6841	34.798540	362	2.2375610	189
26/06/2016	1002A	2016	6	0	35.250000	0.7658896	26.0708000	946.6626	37.046990	362	2.3737190	189
30/06/2016	1002A	2016	6	4	41.416670	0.1193366	22.3312000	945.0867	71.040470	362	2.0291980	189
2/07/2016	1002A	2016	7	6	20.333330	0.3611361	23.3374400	946.3099	57.671850	362	1.5861030	197
5/07/2016	1002A	2016	7	2	82.208330	2.0949150	24.2776500	951.2006	66.646220	362	2.0302160	197
6/07/2016	1002A	2016	7	3	81.625000	0.6222112	24.9730400	952.6416	60.483220	362	1.7560120	197
8/07/2016	1002A	2016	7	5	98.875000	3.5626310	25.2813500	949.4730	70.187350	362	1.9489030	197
9/07/2016	1002A	2016	7	6	78.875000	1.2610090	27.1459200	946.4916	68.385830	362	1.7638460	197
10/07/2016	1002A	2016	7	0	92.375000	1.2996950	27.7392300	944.2665	65.645860	362	2.0967400	197
11/07/2016	1002A	2016	7	1	83.625000	1.2757490	27.7535500	941.5891	63.812770	362	2.2618140	197
13/07/2016	1002A	2016	7	3	10.458330	0.2028713	25.5279000	945.9876	63.902550	362	1.4999650	197
17/07/2016	1002A	2016	7	0	62.416670	1.8734110	22.6406700	947.7701	70.931360	362	1.2160740	197
27/07/2016	1002A	2016	7	3	27.458330	0.3103097	24.3800500	944.3417	75.942690	362	1.6485130	197
28/07/2016	1002A	2016	7	4	36.000000	0.3017668	23.7239400	943.5854	79.025570	362	1.3867940	197
29/07/2016	1002A	2016	7	5	120.950000	2.1368210	25.8627900	946.1225	81.312820	362	1.4852130	197
2/08/2016	1002A	2016	8	2	42.818180	0.4286444	25.7196900	951.2702	73.113670	362	1.2344430	201
3/08/2016	1002A	2016	8	3	29.263160	0.2610196	26.2462200	951.2040	72.909060	362	1.2377550	201
6/08/2016	1002A	2016	8	6	89.875000	1.1699850	26.0007400	947.4722	81.209740	362	1.4131580	201
7/08/2016	1002A	2016	8	0	13.833330	0.2191133	24.3430000	949.3425	77.906880	362	1.5333590	201
8/08/2016	1002A	2016	8	1	22.000000	0.3987114	24.1115200	951.0586	69.617510	362	1.5310540	201
9/08/2016	1002A	2016	8	2	41.166670	0.1434832	24.2300500	949.4257	71.261530	362	1.8569820	201
11/08/2016	1002A	2016	8	4	93.208330	3.5626310	27.2716000	947.9055	80.678460	362	1.9027620	201
16/08/2016	1002A	2016	8	2	19.260870	0.1637649	22.2373900	946.8286	76.353470	362	1.6458840	201
19/08/2016	1002A	2016	8	5	7.958333	0.0378582	23.5859300	947.3109	76.963030	362	1.5504040	201
20/08/2016	1002A	2016	8	6	37.833330	0.6132313	23.7224300	950.0503	76.158890	362	0.9789624	201
21/08/2016	1002A	2016	8	0	42.583330	0.5412985	24.9472400	950.6874	76.422590	362	1.3129920	201
25/08/2016	1002A	2016	8	4	8.136364	0.2051446	22.1978500	952.3361	54.201880	362	3.2464890	201
26/08/2016	1002A	2016	8	5	7.458333	0.1682272	18.7651700	957.2168	54.815430	362	1.4804410	201
27/08/2016	1002A	2016	8	6	9.666667	0.1452786	19.4027900	953.9762	57.077550	362	1.9996300	201
28/08/2016	1002A	2016	8	0	8.083333	0.0322817	20.1412900	953.2119	51.197330	362	1.7007170	201
30/08/2016	1002A	2016	8	2	20.166670	0.1512239	21.2747900	947.4313	61.577950	362	1.6470280	201
31/08/2016	1002A	2016	8	3	9.875000	0.0416231	21.6251500	939.4464	45.093630	362	2.6018410	201
3/09/2016	1002A	2016	9	6	11.833330	0.2027519	21.1453900	948.1340	67.400640	362	1.2546510	187
7/09/2016	1002A	2016	9	3	35.833330	0.5154501	20.1156700	947.3358	65.986940	362	1.8641580	187
8/09/2016	1002A	2016	9	4	12.473680	0.0732239	18.9361300	947.8861	67.605890	362	1.2439130	187
14/09/2016	1002A	2016	9	3	92.782610	0.7318762	20.0298800	956.7464	77.123530	362	1.4611080	187
15/09/2016	1002A	2016	9	4	32.041670	0.2276940	20.4775700	955.2348	72.218510	362	1.1839380	187
19/09/2016	1002A	2016	9	1	5.818182	0.0417052	14.8039300	961.5388	64.451870	362	1.5795460	187
20/09/2016	1002A	2016	9	2	10.000000	0.0739534	14.9280600	959.9812	65.531970	362	1.4617350	187
23/09/2016	1002A	2016	9	5	95.142860	0.2389664	17.5152700	951.9274	84.776570	362	1.1570760	187
24/09/2016	1002A	2016	9	6	71.916670	0.5992836	18.7606800	950.5377	80.973660	362	1.5071320	187
28/09/2016	1002A	2016	9	3	8.666667	0.0609646	10.8683600	965.0074	51.766040	362	1.4625090	187
29/09/2016	1002A	2016	9	4	33.000000	0.5356586	11.5489900	958.4568	63.962770	362	1.5907560	187
30/09/2016	1002A	2016	9	5	81.791670	0.6618713	14.6209100	954.8298	67.866430	362	1.3909770	187
1/10/2016	1002A	2016	10	6	151.708300	1.1443710	16.3442400	954.3673	69.866050	362	1.6207560	158
2/10/2016	1002A	2016	10	0	163.208300	1.0200370	16.3251200	952.6799	75.659090	362	1.2614360	158
5/10/2016	1002A	2016	10	3	41.782610	0.3438342	13.0219500	957.3769	76.698120	362	1.8070060	158
8/10/2016	1002A	2016	10	6	10.142860	0.1204459	8.1944490	960.5333	50.288290	362	3.2950650	158
10/10/2016	1002A	2016	10	1	196.333300	0.4505953	8.7699490	956.3250	76.065110	362	1.3855050	158
13/10/2016	1002A	2016	10	4	137.333300	0.6934272	12.5515800	958.3979	82.904750	362	1.2210700	158
14/10/2016	1002A	2016	10	5	227.250000	2.9270530	13.6308200	959.4592	81.881040	362	1.3660920	158
17/10/2016	1002A	2016	10	1	25.208330	0.0763526	12.2762700	959.4095	62.000200	362	1.7075610	158
19/10/2016	1002A	2016	10	3	193.739100	0.7948249	14.4148300	955.6768	83.265650	362	1.2050190	158
25/10/2016	1002A	2016	10	2	70.782610	0.4234608	8.5250370	952.9468	79.571130	362	1.5943820	158
26/10/2016	1002A	2016	10	3	30.842110	0.3777583	9.4184660	961.4213	57.559360	362	1.9066230	158
29/10/2016	1002A	2016	10	6	18.238100	0.2270955	2.3261980	967.4520	58.024620	362	1.8144220	158
1/11/2016	1002A	2016	11	2	33.958330	0.3877360	-2.4277070	970.0958	58.482000	362	1.1295680	118
2/11/2016	1002A	2016	11	3	50.166670	0.3278699	1.7740670	963.0528	58.001550	362	1.8309890	118
3/11/2016	1002A	2016	11	4	112.416700	0.1661269	4.0293630	956.0208	63.916920	362	1.5634240	118
4/11/2016	1002A	2016	11	5	229.125000	0.8097914	5.5757560	947.7760	72.089270	362	1.3241960	118
5/11/2016	1002A	2016	11	6	147.750000	1.1001420	7.3304180	952.5431	69.673680	362	1.9334040	118
8/11/2016	1002A	2016	11	2	25.875000	0.2151223	1.5805190	970.2458	54.838560	362	1.7249100	118
10/11/2016	1002A	2016	11	4	102.307700	0.6351822	3.1011340	952.3138	70.048220	362	1.8520030	118
11/11/2016	1002A	2016	11	5	39.375000	0.6122335	1.8943360	951.7840	60.787050	362	1.5339080	118
12/11/2016	1002A	2016	11	6	66.083330	0.4505953	3.6598050	957.2082	62.610220	362	1.7482370	118
14/11/2016	1002A	2016	11	1	33.954550	0.1093590	5.0383590	960.1129	33.890250	362	3.5781410	118
15/11/2016	1002A	2016	11	2	47.545450	0.3468275	0.7839491	962.6089	44.849020	362	1.6828480	118
16/11/2016	1002A	2016	11	3	87.173910	0.7040281	1.9169130	958.5190	64.439010	362	1.0246910	118
19/11/2016	1002A	2016	11	6	75.250000	0.1702228	6.0118240	955.9065	58.138240	362	2.6071380	118
22/11/2016	1002A	2016	11	2	6.916667	0.1762094	-8.5180990	974.1921	40.564860	362	3.5523360	118
23/11/2016	1002A	2016	11	3	9.173913	0.1243255	-7.0254240	970.4575	47.817700	362	2.5681060	118
24/11/2016	1002A	2016	11	4	44.625000	0.2260977	-5.8058990	964.7587	55.076530	362	1.2093950	118
26/11/2016	1002A	2016	11	6	147.458300	0.9335145	-1.4879960	957.1342	60.876560	362	1.6324340	118
27/11/2016	1002A	2016	11	0	26.833330	0.1063657	-0.8006047	963.8959	39.189740	362	3.0907190	118
28/11/2016	1002A	2016	11	1	46.666670	0.3528141	-3.0945820	968.2845	54.443050	362	1.4153200	118
30/11/2016	1002A	2016	11	3	67.000000	0.2899548	0.6246677	961.2612	64.362750	362	2.4594390	118
1/12/2016	1002A	2016	12	4	16.125000	0.1193366	-0.0315884	968.1518	43.221110	362	2.2307900	89
2/12/2016	1002A	2016	12	5	65.958330	0.1063657	-1.8265620	966.2790	57.294110	362	1.3699570	89
3/12/2016	1002A	2016	12	6	117.736800	0.6012581	-1.0523100	958.1974	66.855480	362	0.9181224	89
5/12/2016	1002A	2016	12	1	62.705880	0.1402897	-1.3959930	964.1071	44.989820	362	2.8767430	89
6/12/2016	1002A	2016	12	2	45.714290	0.1951669	-2.5382740	959.2150	47.235230	362	1.5871970	89
7/12/2016	1002A	2016	12	3	56.500000	0.1163433	0.5962455	960.0789	50.566040	362	2.1734050	89
8/12/2016	1002A	2016	12	4	69.750000	0.1323076	0.1347920	955.6812	46.548400	362	3.7598240	89
10/12/2016	1002A	2016	12	6	54.750000	0.1702228	-5.6034700	965.4004	55.467290	362	0.9932130	89
12/12/2016	1002A	2016	12	1	218.368400	1.2747510	-0.7182793	960.8317	64.354880	362	1.9321270	89
14/12/2016	1002A	2016	12	3	18.208330	0.1522629	-6.0115390	968.7030	39.240400	362	2.2740580	89
15/12/2016	1002A	2016	12	4	10.727270	0.1472741	-4.5783710	968.5355	44.058830	362	3.2996460	89
17/12/2016	1002A	2016	12	6	110.916700	0.5034769	-3.3847070	959.0289	58.193850	362	1.1919560	89
18/12/2016	1002A	2016	12	0	185.125000	0.8876172	-3.5595120	960.7151	65.669560	362	0.8937975	89
19/12/2016	1002A	2016	12	1	167.826100	0.3448320	-3.0355900	961.9539	67.901370	362	1.0587910	89
23/12/2016	1002A	2016	12	5	26.695650	0.1273188	-5.2318350	965.4684	47.692520	362	2.0764920	89
24/12/2016	1002A	2016	12	6	108.166700	2.1697480	-5.6457600	965.4486	62.353260	362	1.3817200	89
27/12/2016	1002A	2016	12	2	28.958330	0.1901781	-6.9609230	969.2071	48.938960	362	2.2435290	89
29/12/2016	1002A	2016	12	4	33.409090	0.1073634	-7.9831960	970.1499	44.117850	362	2.0594690	89
31/12/2016	1002A	2016	12	6	201.391300	0.7768651	-5.8746120	962.7287	62.394270	362	0.9849117	89
2/01/2015	1003A	2015	1	5	43.142860	0.1752116	-2.8107500	1010.9270	30.398200	49	1.7541690	69
3/01/2015	1003A	2015	1	6	201.416700	0.8058003	-3.9029960	999.5070	43.710970	49	0.9438136	69
4/01/2015	1003A	2015	1	0	216.416700	0.3168945	-1.3236610	998.4769	42.847070	49	1.4033600	69
6/01/2015	1003A	2015	1	2	33.590910	0.2430597	-2.3274050	1009.6190	20.323680	49	2.7231480	69
8/01/2015	1003A	2015	1	4	130.142900	0.8397244	-3.6127710	1011.5610	54.386520	49	1.2058260	69
9/01/2015	1003A	2015	1	5	86.956520	0.1362987	-1.6882730	1010.7290	37.256980	49	2.2075690	69
10/01/2015	1003A	2015	1	6	206.958300	0.3009302	0.1402811	1004.7770	36.039850	49	1.9319420	69
11/01/2015	1003A	2015	1	0	31.956520	0.2520396	0.4662339	1013.9440	35.923220	49	2.0300270	69
12/01/2015	1003A	2015	1	1	97.000000	0.7858450	-3.4478970	1018.0470	57.337330	49	1.3098400	69
13/01/2015	1003A	2015	1	2	162.333300	2.1877080	-3.5540740	1013.5650	64.080940	49	1.1266550	69
16/01/2015	1003A	2015	1	5	101.363600	0.2500441	-2.3940710	1010.7840	49.243100	49	3.8963750	69
17/01/2015	1003A	2015	1	6	62.375000	0.9085703	-4.3103940	1013.7320	39.371700	49	1.9749600	69
19/01/2015	1003A	2015	1	1	40.739130	0.2670062	-1.0993160	1006.9560	37.867940	49	1.6870910	69
20/01/2015	1003A	2015	1	2	82.583330	0.7519209	-2.5308330	1004.1070	58.422290	49	1.7114530	69
21/01/2015	1003A	2015	1	3	14.818180	0.1263210	-0.7640922	1009.6350	39.634420	49	2.7466180	69
22/01/2015	1003A	2015	1	4	112.454500	0.8187713	-3.1379000	1006.5630	49.961170	49	1.4515700	69
25/01/2015	1003A	2015	1	0	136.625000	2.4391450	-1.3582900	1006.8590	82.435430	49	1.2817050	69
27/01/2015	1003A	2015	1	2	18.391300	0.1652339	-5.8273920	1018.1400	29.108320	49	2.9596230	69
28/01/2015	1003A	2015	1	3	31.666670	0.5433876	-4.1777330	1015.5370	32.914060	49	1.4456730	69
29/01/2015	1003A	2015	1	4	58.888890	0.2360754	-2.3811760	1011.1850	41.830860	49	2.4620240	69
30/01/2015	1003A	2015	1	5	12.318180	0.1382942	-4.2902830	1017.2230	27.801180	49	2.6859420	69
31/01/2015	1003A	2015	1	6	29.608700	0.2270955	-5.0392000	1019.7430	28.617570	49	1.5422840	69
3/02/2015	1003A	2015	2	2	123.260900	0.8985927	-0.0181595	1013.4270	50.436070	49	2.0670360	70
5/02/2015	1003A	2015	2	4	30.727270	0.2211089	0.2558961	1013.8430	33.104440	49	2.6662690	70
7/02/2015	1003A	2015	2	6	14.956520	0.1941692	-0.0999171	1011.3780	24.792030	49	3.7861130	70
8/02/2015	1003A	2015	2	0	26.791670	0.1502674	-5.5843240	1017.4690	19.184130	49	2.3581350	70
9/02/2015	1003A	2015	2	1	137.000000	0.4266489	-3.1314330	1010.0660	27.744030	49	1.6140490	70
11/02/2015	1003A	2015	2	3	58.695650	0.2610196	2.0661970	998.7451	29.656580	49	2.5488790	70
13/02/2015	1003A	2015	2	5	149.809500	0.6182201	-0.3045822	999.3428	47.168440	49	1.6532730	70
14/02/2015	1003A	2015	2	6	301.739100	1.1141100	1.9920020	994.4582	45.176270	49	1.4648930	70
16/02/2015	1003A	2015	2	1	135.083300	0.4086891	3.1338120	1000.5150	46.659670	49	2.2792270	70
17/02/2015	1003A	2015	2	2	34.291670	0.2749883	3.1578460	1005.7810	37.015200	49	2.4468760	70
18/02/2015	1003A	2015	2	3	59.458330	0.2280932	1.6331770	1012.4430	43.657200	49	1.6130940	70
22/02/2015	1003A	2015	2	0	41.695650	0.2999325	-2.5982780	1005.1080	28.680340	49	3.9203420	70
23/02/2015	1003A	2015	2	1	59.333330	0.4645640	-1.5578200	1002.6950	40.628460	49	1.5248040	70
24/02/2015	1003A	2015	2	2	179.590900	1.2827330	-0.2882013	996.9263	60.920250	49	1.3074000	70
25/02/2015	1003A	2015	2	3	78.260870	0.2929481	1.6912710	1000.8910	37.048760	49	3.3062470	70
26/02/2015	1003A	2015	2	4	13.708330	0.2709972	-0.5970868	1007.5860	30.719030	49	2.2533210	70
1/03/2015	1003A	2015	3	0	43.739130	0.2390687	3.3125230	1002.7320	36.846570	49	2.6878870	66
2/03/2015	1003A	2015	3	1	71.869570	0.4186667	4.2605080	994.2778	36.188750	49	2.2284090	66
3/03/2015	1003A	2015	3	2	9.391304	0.1702228	0.7869910	1005.2140	15.686650	49	4.9329570	66
4/03/2015	1003A	2015	3	3	28.347830	0.3288677	-1.4458070	1009.9570	20.768120	49	1.7501690	66
5/03/2015	1003A	2015	3	4	133.625000	0.6411688	0.2659949	1007.7250	27.673850	49	2.1089290	66
6/03/2015	1003A	2015	3	5	226.521700	1.2837310	2.3510420	1001.0420	40.179300	49	1.8924410	66
9/03/2015	1003A	2015	3	1	8.833333	0.2231044	-0.8322882	1017.0880	14.865310	49	3.5505580	66
10/03/2015	1003A	2015	3	2	34.565220	0.3139012	0.2381029	1012.5300	20.657380	49	2.1829530	66
11/03/2015	1003A	2015	3	3	51.500000	0.2221066	3.3230330	1005.2830	21.517290	49	2.1131490	66
12/03/2015	1003A	2015	3	4	70.500000	0.3707739	4.3663160	998.7567	27.055800	49	1.8056340	66
13/03/2015	1003A	2015	3	5	67.583330	0.3188900	4.3495710	1003.5950	31.896650	49	2.0109610	66
14/03/2015	1003A	2015	3	6	101.666700	1.1210950	4.5249390	1002.5640	43.517230	49	1.9232730	66
15/03/2015	1003A	2015	3	0	104.478300	0.5274233	8.3611500	999.2330	28.878950	49	2.1985950	66
17/03/2015	1003A	2015	3	2	214.541700	1.1320700	10.0341900	1001.1890	47.232440	49	2.2621660	66
20/03/2015	1003A	2015	3	5	43.500000	0.6830750	11.9478800	1000.0310	21.470800	49	1.9334560	66
21/03/2015	1003A	2015	3	6	25.000000	0.2021513	13.2865400	1000.5950	10.991590	49	3.1802860	66
22/03/2015	1003A	2015	3	0	20.250000	0.2510419	8.6341660	1009.4630	17.159250	49	2.9781390	66
23/03/2015	1003A	2015	3	1	35.458330	0.2660084	8.1462120	1011.1660	24.480280	49	1.7206110	66
24/03/2015	1003A	2015	3	2	85.782610	0.3877360	8.4998100	1012.9030	30.651210	49	2.4352990	66
25/03/2015	1003A	2015	3	3	123.750000	1.0881680	9.8717210	1012.3420	43.585120	49	1.9149340	66
26/03/2015	1003A	2015	3	4	101.583300	0.8985927	12.5437900	1010.8880	38.410400	49	2.3374110	66
27/03/2015	1003A	2015	3	5	97.818180	1.3775210	12.9947800	1003.1490	39.301750	49	2.2905410	66
28/03/2015	1003A	2015	3	6	58.809520	1.1739760	16.3094800	995.8869	36.645740	49	3.1495340	66
2/04/2015	1003A	2015	4	4	38.958330	0.2889570	7.0615690	985.7546	77.734320	49	2.2057660	100
3/04/2015	1003A	2015	4	5	30.958330	0.5623452	10.7373700	993.9194	55.927420	49	2.5371050	100
4/04/2015	1003A	2015	4	6	68.750000	1.3685410	10.9395400	994.7504	58.441920	49	1.6158280	100
7/04/2015	1003A	2015	4	2	25.958330	0.2660084	6.8500360	1013.0530	30.820470	49	2.0979840	100
8/04/2015	1003A	2015	4	3	106.590900	1.0881680	7.6665340	1006.4150	47.184190	49	2.2349300	100
9/04/2015	1003A	2015	4	4	170.956500	1.5451460	10.4998400	1002.2900	57.327970	49	1.8696010	100
10/04/2015	1003A	2015	4	5	178.333300	1.0891660	12.7030900	1001.5020	53.975740	49	1.9046560	100
13/04/2015	1003A	2015	4	1	29.700000	0.6192179	10.1058800	1007.3010	45.934810	49	2.7670470	100
14/04/2015	1003A	2015	4	2	61.578950	0.3568052	15.0062000	991.3932	42.018140	49	1.9193310	100
16/04/2015	1003A	2015	4	4	25.565220	0.2530374	15.2238400	994.0137	13.359720	49	4.3522390	100
17/04/2015	1003A	2015	4	5	78.000000	0.3790037	15.9842800	991.5277	30.143850	49	2.1478900	100
20/04/2015	1003A	2015	4	1	77.090910	0.5098245	14.3087700	997.2585	43.180490	49	1.9463550	100
22/04/2015	1003A	2015	4	3	48.047620	0.4480802	17.1703000	999.6256	34.532830	49	2.2672050	100
23/04/2015	1003A	2015	4	4	62.166670	0.4877051	19.7702200	997.3165	34.289680	49	2.4371030	100
24/04/2015	1003A	2015	4	5	54.350000	0.3412649	17.8341100	1003.2550	31.118740	49	1.9566720	100
25/04/2015	1003A	2015	4	6	74.863640	0.5609197	21.0277900	997.5071	34.142560	49	2.0019480	100
26/04/2015	1003A	2015	4	0	103.363600	0.7928294	22.9665500	992.7569	41.967930	49	2.5194980	100
29/04/2015	1003A	2015	4	3	121.857100	1.4074700	20.1758900	995.5783	65.151140	49	1.9056070	100
30/04/2015	1003A	2015	4	4	109.136400	1.2438100	22.2147400	993.4776	61.845400	49	2.2403330	100
2/05/2015	1003A	2015	5	6	43.043480	0.8926061	17.8605600	992.8934	72.605860	49	1.7533280	113
3/05/2015	1003A	2015	5	0	46.181820	0.3188900	18.1057000	996.2229	34.164570	49	3.3176510	113
4/05/2015	1003A	2015	5	1	20.125000	0.4126249	17.2117800	997.6190	21.637710	49	3.0085520	113
5/05/2015	1003A	2015	5	2	51.590910	0.7100147	18.7494300	988.1321	36.630520	49	1.9401100	113
8/05/2015	1003A	2015	5	5	64.416670	0.9108488	17.4450000	992.1907	50.339850	49	2.0549290	113
15/05/2015	1003A	2015	5	5	25.363640	0.5450242	19.9809800	996.9298	34.313420	49	2.4322730	113
16/05/2015	1003A	2015	5	6	59.619050	0.4730111	20.3224800	992.6953	39.966720	49	2.1233050	113
18/05/2015	1003A	2015	5	1	90.000000	0.4533656	21.7782700	984.3787	40.530600	49	3.1794760	113
19/05/2015	1003A	2015	5	2	16.809520	0.2467462	20.7676300	990.5894	20.114450	49	3.6346280	113
20/05/2015	1003A	2015	5	3	20.750000	0.5686044	21.8537300	997.8826	29.278960	49	2.7903030	113
22/05/2015	1003A	2015	5	5	51.533330	0.7473525	21.5826300	992.2176	43.123490	49	1.7574480	113
23/05/2015	1003A	2015	5	6	96.478260	0.8028070	23.3816200	990.9712	48.020830	49	1.7458640	113
24/05/2015	1003A	2015	5	0	119.434800	0.9441511	24.6569000	989.5503	47.190070	49	1.9145540	113
25/05/2015	1003A	2015	5	1	102.695700	1.0684350	25.9309700	988.6171	44.708970	49	2.1412760	113
26/05/2015	1003A	2015	5	2	94.150000	1.0396570	26.9843200	988.7061	44.055090	49	2.4943250	113
27/05/2015	1003A	2015	5	3	105.600000	1.3544550	25.2140000	987.7671	50.322830	49	1.9602880	113
30/05/2015	1003A	2015	5	6	64.272730	0.7612891	23.2655400	990.1045	49.411440	49	2.0275540	113
31/05/2015	1003A	2015	5	0	56.333330	0.8212723	25.9542900	984.1115	48.448530	49	2.3135240	113
2/06/2015	1003A	2015	6	2	31.043480	0.2131267	26.0317000	991.1038	30.368200	49	3.3374500	122
5/06/2015	1003A	2015	6	5	54.333330	0.6467331	22.4200500	981.4516	62.087240	49	1.7555450	122
6/06/2015	1003A	2015	6	6	36.300000	0.6651152	23.0801700	984.6814	56.200180	49	2.4497720	122
8/06/2015	1003A	2015	6	1	22.350000	0.3069141	21.5712300	987.8315	53.392260	49	1.6706650	122
9/06/2015	1003A	2015	6	2	59.000000	1.6049660	23.5250000	984.4651	53.457430	49	2.2900420	122
13/06/2015	1003A	2015	6	6	13.545450	0.3588007	22.2264300	987.1714	62.063630	49	2.1693430	122
14/06/2015	1003A	2015	6	0	22.608700	0.4166712	24.2984800	991.1990	56.472660	49	1.7507740	122
16/06/2015	1003A	2015	6	2	124.375000	1.7011060	25.5184000	986.9006	56.555710	49	1.7320610	122
18/06/2015	1003A	2015	6	4	26.722220	0.3211492	25.8290000	989.3031	38.464050	49	2.2286370	122
20/06/2015	1003A	2015	6	6	29.375000	0.3789944	23.6798900	994.3950	54.639860	49	1.5220550	122
22/06/2015	1003A	2015	6	1	98.826090	1.6199780	25.2051300	988.6176	54.513430	49	1.8077150	122
30/06/2015	1003A	2015	6	2	16.714290	0.1382942	21.5070800	986.1587	64.616160	49	2.1424400	122
1/07/2015	1003A	2015	7	3	24.058820	0.2200709	23.9713200	980.9169	55.305120	49	1.7955960	126
2/07/2015	1003A	2015	7	4	7.875000	0.4732462	25.0546000	985.5041	42.387570	49	2.0346510	126
3/07/2015	1003A	2015	7	5	25.350000	0.6172499	24.7154700	990.7811	41.706460	49	2.3000420	126
5/07/2015	1003A	2015	7	0	67.875000	1.4128170	22.8793700	992.6443	62.605330	49	1.8850960	126
6/07/2015	1003A	2015	7	1	70.166670	2.3194130	24.5633800	993.1466	59.318460	49	1.8711950	126
7/07/2015	1003A	2015	7	2	70.375000	1.2530060	26.1039300	991.8469	56.715000	49	1.7797080	126
8/07/2015	1003A	2015	7	3	135.130400	2.2765090	26.8604800	992.9663	59.248520	49	1.9699100	126
9/07/2015	1003A	2015	7	4	76.125000	1.5669910	27.3242700	995.1977	52.218590	49	2.0744340	126
10/07/2015	1003A	2015	7	5	52.041670	2.1737390	27.3037700	993.4865	54.762800	49	2.0834660	126
11/07/2015	1003A	2015	7	6	114.208300	2.4750650	28.1336700	990.3111	58.804600	49	1.4395840	126
12/07/2015	1003A	2015	7	0	124.083300	0.9654570	29.5791100	983.3731	55.621470	49	1.3697360	126
13/07/2015	1003A	2015	7	1	53.173910	0.5973152	30.9686700	981.0876	46.750270	49	1.5330400	126
23/07/2015	1003A	2015	7	4	49.476190	0.9474719	25.4646700	986.9367	75.502140	49	1.1097070	126
24/07/2015	1003A	2015	7	5	60.388890	0.7089851	25.7602200	984.7331	70.883510	49	1.5229230	126
25/07/2015	1003A	2015	7	6	104.500000	0.9846175	26.6115000	984.0112	71.559500	49	1.4144570	126
26/07/2015	1003A	2015	7	0	126.541700	0.5743184	28.6738800	986.2600	66.755420	49	1.2695860	126
2/08/2015	1003A	2015	8	0	78.347830	1.0143340	25.5945300	985.7504	85.704560	49	1.0668980	122
4/08/2015	1003A	2015	8	2	20.454550	0.2719496	24.6441100	984.7095	65.809810	49	1.7367300	122
9/08/2015	1003A	2015	8	0	61.791670	0.8576842	26.5753000	993.7950	74.311370	49	1.1784270	122
10/08/2015	1003A	2015	8	1	47.541670	0.4166809	27.8184500	992.7099	64.471500	49	1.2899870	122
12/08/2015	1003A	2015	8	3	87.695650	0.6636231	27.9742600	989.6689	67.075220	49	1.8507970	122
13/08/2015	1003A	2015	8	4	124.000000	1.4543490	28.3036600	987.1580	65.718260	49	1.7580180	122
15/08/2015	1003A	2015	8	6	26.565220	0.3485522	26.1585300	988.3059	56.177170	49	1.4388950	122
16/08/2015	1003A	2015	8	0	40.375000	0.4184645	26.8930300	988.6660	58.091270	49	1.4081320	122
19/08/2015	1003A	2015	8	3	57.391300	0.8985927	23.6264800	993.9789	74.296800	49	1.7919410	122
20/08/2015	1003A	2015	8	4	33.304350	0.2480486	24.5399500	991.2425	67.280810	49	1.6140600	122
21/08/2015	1003A	2015	8	5	14.434780	0.2847593	25.4585000	988.9859	53.630500	49	1.3358340	122
22/08/2015	1003A	2015	8	6	18.045450	0.1522629	25.4025300	988.5110	59.458890	49	1.6907840	122
23/08/2015	1003A	2015	8	0	25.260870	0.5992626	22.6008900	992.1195	75.073780	49	1.3994190	122
25/08/2015	1003A	2015	8	2	15.500000	0.7140058	23.8447200	993.3182	67.894720	49	1.2634000	122
26/08/2015	1003A	2015	8	3	11.476190	0.1712205	24.4043100	992.5161	66.310450	49	1.3073060	122
27/08/2015	1003A	2015	8	4	10.789470	0.4495975	24.4726600	992.5222	64.713090	49	1.2635800	122
28/08/2015	1003A	2015	8	5	17.409090	0.4132201	24.5371600	990.9251	63.443990	49	1.7824880	122
2/09/2015	1003A	2015	9	3	8.869565	0.1362987	23.1255300	996.1956	71.948200	49	1.3779580	117
3/09/2015	1003A	2015	9	4	15.047620	0.4356288	24.1519400	996.9997	68.929390	49	1.3156550	117
6/09/2015	1003A	2015	9	0	19.166670	0.4485997	20.9495400	996.0245	71.753840	49	1.1345270	117
7/09/2015	1003A	2015	9	1	28.347830	0.5236231	21.2509800	996.2951	72.101370	49	1.2972230	117
11/09/2015	1003A	2015	9	5	10.523810	0.3847427	16.0068400	998.9548	76.783790	49	1.7448450	117
12/09/2015	1003A	2015	9	6	7.695652	0.2159944	18.1700300	999.8695	50.175900	49	2.7859950	117
13/09/2015	1003A	2015	9	0	21.652170	0.2459701	19.6510900	999.2025	58.719070	49	1.4510300	117
15/09/2015	1003A	2015	9	2	112.954500	1.8005740	18.7531800	1002.3180	70.919960	49	1.1862840	117
16/09/2015	1003A	2015	9	3	141.476200	1.5541260	19.2255400	1000.9750	75.520850	49	1.2776040	117
17/09/2015	1003A	2015	9	4	154.727300	2.0310580	20.6098500	999.9120	77.348380	49	1.2187110	117
18/09/2015	1003A	2015	9	5	92.958330	0.3663264	21.9058000	999.4514	70.954900	49	1.3082090	117
19/09/2015	1003A	2015	9	6	19.416670	0.2467817	20.4743100	999.8638	60.120530	49	1.2612090	117
20/09/2015	1003A	2015	9	0	66.428570	1.9582210	20.3014200	996.0329	72.313760	49	1.4272300	117
21/09/2015	1003A	2015	9	1	94.541670	1.5880500	20.9589800	994.2652	66.792300	49	1.4024800	117
22/09/2015	1003A	2015	9	2	142.260900	3.0118630	20.3078000	992.5106	77.584970	49	1.8982770	117
24/09/2015	1003A	2015	9	4	114.043500	3.2642980	19.5846200	992.2948	81.172870	49	1.4634180	117
25/09/2015	1003A	2015	9	5	26.571430	0.1323076	17.9935400	994.0719	65.782530	49	1.6574920	117
26/09/2015	1003A	2015	9	6	33.916670	0.3629813	17.3365900	996.2499	63.055200	49	1.3969310	117
27/09/2015	1003A	2015	9	0	59.136360	0.4430429	19.6994000	997.0959	61.543360	49	1.2163520	117
1/10/2015	1003A	2015	10	4	14.750000	0.1238377	15.4654200	995.4015	52.699250	49	3.4688940	116
2/10/2015	1003A	2015	10	5	30.181820	0.2594552	16.6408800	994.0936	55.713170	49	1.9366280	116
3/10/2015	1003A	2015	10	6	25.000000	0.1708022	17.2809500	1002.2270	57.890350	49	1.5926540	116
5/10/2015	1003A	2015	10	1	225.416700	2.7714010	17.0344400	1001.2450	77.898820	49	1.2154230	116
7/10/2015	1003A	2015	10	3	285.045500	3.0118630	19.2608000	997.1934	74.402220	49	1.6282240	116
8/10/2015	1003A	2015	10	4	8.304348	0.1388265	14.7536200	1001.9780	28.934690	49	3.1612140	116
9/10/2015	1003A	2015	10	5	15.695650	0.1412875	12.9002300	994.2065	37.365250	49	3.4814370	116
11/10/2015	1003A	2015	10	0	7.833333	0.2444309	14.4605100	1000.1440	40.368170	49	2.8137940	116
12/10/2015	1003A	2015	10	1	13.476190	0.1417556	14.5525300	1003.7200	46.594080	49	1.4407370	116
13/10/2015	1003A	2015	10	2	33.444440	0.2039104	15.1623900	1002.8650	53.032450	49	0.9952881	116
15/10/2015	1003A	2015	10	4	122.666700	0.4994859	15.4270400	999.7999	70.343510	49	1.0986350	116
16/10/2015	1003A	2015	10	5	235.166700	2.1647590	15.4936200	1000.4540	73.626050	49	1.1270020	116
17/10/2015	1003A	2015	10	6	325.772700	2.3114310	15.4785800	999.8443	75.589470	49	1.0015380	116
19/10/2015	1003A	2015	10	1	57.000000	0.6262023	12.6866300	999.3394	70.123590	49	1.2201850	116
23/10/2015	1003A	2015	10	5	55.227270	0.3807516	11.7539700	1001.0010	81.441470	49	1.3490530	116
27/10/2015	1003A	2015	10	2	17.000000	0.2362891	8.8497650	998.9300	45.977550	49	2.0702550	116
28/10/2015	1003A	2015	10	3	8.043478	0.1752116	8.1682050	1004.9510	40.545110	49	2.2150590	116
29/10/2015	1003A	2015	10	4	7.818182	0.1263210	6.5591330	1009.1360	36.251030	49	2.6706730	116
30/10/2015	1003A	2015	10	5	22.782610	0.1871848	5.5873540	1013.1040	50.340180	49	1.4382790	116
31/10/2015	1003A	2015	10	6	44.260870	0.2191133	6.4472030	1013.3610	57.096170	49	1.0962760	116
1/11/2015	1003A	2015	11	0	80.375000	0.1881826	7.4854930	1006.3890	60.157870	49	1.3192410	74
2/11/2015	1003A	2015	11	1	91.136360	0.2410642	8.2765230	1003.8420	60.617950	49	1.1058930	74
3/11/2015	1003A	2015	11	2	159.608700	1.1679900	9.0049900	1004.7940	66.361240	49	1.3412930	74
4/11/2015	1003A	2015	11	3	205.190500	3.0118630	9.8874020	1005.2270	71.522080	49	0.9790744	74
26/11/2015	1003A	2015	11	4	31.789470	0.8107892	-8.2645990	1013.7370	46.712850	49	3.1235970	74
29/11/2015	1003A	2015	11	0	273.238100	0.9873939	-0.7734836	1008.3530	77.025830	49	1.1658320	74
2/12/2015	1003A	2015	12	3	10.000000	0.1452786	0.1138706	1002.4970	45.367480	49	4.1943930	73
3/12/2015	1003A	2015	12	4	10.434780	0.3687784	-1.3977910	1005.6630	35.423380	49	4.6918560	73
4/12/2015	1003A	2015	12	5	31.681820	0.1283165	-0.9172709	1008.7420	44.640520	49	2.4965270	73
5/12/2015	1003A	2015	12	6	53.695650	0.1203344	-0.3520330	1010.9770	57.167140	49	1.6313710	73
6/12/2015	1003A	2015	12	0	153.869600	1.8744090	-0.7801699	1011.5260	69.726580	49	1.0700970	73
7/12/2015	1003A	2015	12	1	175.500000	3.0118630	0.3783600	1014.0540	76.283740	49	1.0565670	73
10/12/2015	1003A	2015	12	4	123.450000	0.1402897	2.1335070	1007.6520	64.260930	49	2.1615790	73
11/12/2015	1003A	2015	12	5	39.800000	0.2440575	-0.7932297	1010.7330	57.452680	49	1.0562000	73
12/12/2015	1003A	2015	12	6	140.909100	1.0692110	-0.6486959	1007.9150	70.029930	49	0.9995124	73
13/12/2015	1003A	2015	12	0	197.222200	0.9424944	-0.6600987	1008.5790	74.849190	49	1.0647420	73
14/12/2015	1003A	2015	12	1	68.769230	0.2201111	0.6044343	1005.3070	80.330320	49	1.7027040	73
15/12/2015	1003A	2015	12	2	6.695652	0.1402897	-0.5363530	1007.8150	39.676050	49	4.0129090	73
16/12/2015	1003A	2015	12	3	6.565217	0.1123523	-2.7160670	1013.0580	33.645880	49	4.1865300	73
17/12/2015	1003A	2015	12	4	55.521740	0.2620173	-3.7670340	1014.3390	45.544340	49	1.8108130	73
18/12/2015	1003A	2015	12	5	65.083330	0.1602451	-1.9201380	1015.3460	52.365850	49	1.6759320	73
22/12/2015	1003A	2015	12	2	332.333300	2.7404710	-3.0906960	1009.4610	83.707960	49	1.2260650	73
23/12/2015	1003A	2015	12	3	285.125000	0.7968204	-1.6987270	1008.4420	77.067290	49	1.1241740	73
24/12/2015	1003A	2015	12	4	106.608700	1.1520250	-1.4675750	1009.0360	68.571300	49	1.3805110	73
25/12/2015	1003A	2015	12	5	450.000000	2.4002320	-3.5957010	1001.0840	81.879940	49	1.5313580	73
28/12/2015	1003A	2015	12	1	109.875000	0.2759861	-4.6835600	1016.6180	62.507750	49	1.1800670	73
30/12/2015	1003A	2015	12	3	70.041670	0.1163433	-0.7175042	1012.1990	55.410450	49	2.6207780	73
31/12/2015	1003A	2015	12	4	62.708330	0.4964926	-3.3907710	1014.1930	61.690750	49	0.8546824	73
1/01/2016	1003A	2016	1	5	178.833300	0.7778629	-3.2003850	1005.7240	69.221060	49	0.7163808	84
2/01/2016	1003A	2016	1	6	278.125000	0.9424944	-1.6758410	1002.1190	70.337120	49	1.0765120	84
3/01/2016	1003A	2016	1	0	245.625000	1.1350630	-2.1039280	1004.2600	75.799440	49	1.4730210	84
5/01/2016	1003A	2016	1	2	36.458330	0.1702228	-5.3244980	1011.7980	34.823670	49	2.0906530	84
6/01/2016	1003A	2016	1	3	25.583330	0.1382942	-4.8549900	1012.4480	43.521130	49	2.5654870	84
7/01/2016	1003A	2016	1	4	11.333330	0.1382942	-5.1423410	1013.4250	36.889130	49	3.2084950	84
8/01/2016	1003A	2016	1	5	34.875000	0.1133500	-5.0169720	1009.5930	38.202050	49	2.3772470	84
9/01/2016	1003A	2016	1	6	81.083330	0.2540352	-4.9625970	1006.8350	48.026140	49	1.3031380	84
11/01/2016	1003A	2016	1	1	11.541670	0.1502674	-7.0888910	1017.5020	34.598560	49	3.2774490	84
12/01/2016	1003A	2016	1	2	12.608700	0.1372964	-7.8553780	1014.0970	33.208480	49	2.8018590	84
13/01/2016	1003A	2016	1	3	20.521740	0.1233277	-6.0812570	1006.1720	32.366530	49	2.0560510	84
14/01/2016	1003A	2016	1	4	74.125000	0.4096868	-4.2651910	1002.3890	37.541060	49	1.6826630	84
15/01/2016	1003A	2016	1	5	106.958300	0.2400664	-4.1033110	999.6554	44.696490	49	1.2067200	84
17/01/2016	1003A	2016	1	0	39.791670	0.2550329	-7.6305450	1007.8900	51.678810	49	2.7631580	84
19/01/2016	1003A	2016	1	2	58.958330	0.4186667	-9.5574290	1012.2460	40.528000	49	1.5408530	84
20/01/2016	1003A	2016	1	3	132.750000	0.8097914	-7.2760580	1015.5560	49.027250	49	1.5767490	84
24/01/2016	1003A	2016	1	0	12.958330	0.1991580	-11.9900800	1021.3240	28.936830	49	4.5648080	84
25/01/2016	1003A	2016	1	1	27.291670	0.2151223	-6.5830120	1012.5040	30.373610	49	2.4493340	84
26/01/2016	1003A	2016	1	2	35.000000	0.1722183	-5.5903420	1009.6310	31.258590	49	2.7665190	84
27/01/2016	1003A	2016	1	3	94.583330	0.7898361	-6.1854410	1009.1800	40.841910	49	1.1601060	84
28/01/2016	1003A	2016	1	4	138.708300	0.7160013	-4.0748330	1011.2120	41.472820	49	1.5987900	84
29/01/2016	1003A	2016	1	5	53.875000	1.3725320	-6.4051400	1016.1830	44.756410	49	1.6400770	84
31/01/2016	1003A	2016	1	0	16.416670	0.1153456	-6.5802070	1018.8710	34.007550	49	2.9868830	84
1/02/2016	1003A	2016	2	1	10.125000	0.1921736	-4.8191630	1017.4920	36.754640	49	2.1847130	71
2/02/2016	1003A	2016	2	2	27.750000	0.2191133	-4.4629730	1012.8640	37.101350	49	1.5245890	71
3/02/2016	1003A	2016	2	3	33.500000	0.3717717	-3.8296720	1009.8390	38.435640	49	1.3245970	71
6/02/2016	1003A	2016	2	6	31.083330	0.2171178	-1.9952720	1011.2730	32.444620	49	2.4018650	71
7/02/2016	1003A	2016	2	0	40.083330	0.2909526	-1.4822910	1002.3770	34.831510	49	2.1657150	71
8/02/2016	1003A	2016	2	1	221.125000	0.1642362	1.8927300	997.1722	30.309580	49	2.5370650	71
9/02/2016	1003A	2016	2	2	37.458330	0.3438342	1.3121130	1003.2840	39.710120	49	1.5435500	71
10/02/2016	1003A	2016	2	3	98.625000	0.9734252	0.9683851	999.8800	42.493290	49	1.3880070	71
14/02/2016	1003A	2016	2	0	7.500000	0.1193366	-5.5753600	1013.3590	30.869870	49	4.6165100	71
15/02/2016	1003A	2016	2	1	5.782609	0.1811982	-2.7749380	1008.2040	35.639750	49	3.7157560	71
16/02/2016	1003A	2016	2	2	5.750000	0.1203344	1.0009300	1004.8120	38.139350	49	3.2578180	71
17/02/2016	1003A	2016	2	3	42.666670	0.3897315	1.5960560	1004.3070	44.253870	49	1.8750160	71
18/02/2016	1003A	2016	2	4	14.458330	0.1353009	2.9927260	1002.3720	30.162410	49	2.9753830	71
19/02/2016	1003A	2016	2	5	12.041670	0.2859637	1.2068090	1010.0020	32.676270	49	3.0817260	71
20/02/2016	1003A	2016	2	6	13.086960	0.2031491	-1.9138950	1012.0630	27.383190	49	2.5890320	71
22/02/2016	1003A	2016	2	1	65.666670	0.4934993	-0.0362341	1009.1050	48.037030	49	2.6507910	71
23/02/2016	1003A	2016	2	2	11.958330	0.1742138	-1.8127480	1019.4760	26.673430	49	3.1285910	71
24/02/2016	1003A	2016	2	3	26.666670	0.3847427	-1.9899110	1016.5990	33.416670	49	2.0419430	71
26/02/2016	1003A	2016	2	5	34.083330	0.4126801	0.5948709	1007.7860	34.910620	49	2.2188650	71
27/02/2016	1003A	2016	2	6	19.083330	0.7718763	1.7469560	1006.3730	44.005290	49	2.0444670	71
29/02/2016	1003A	2016	2	1	30.826090	0.3697762	-1.5515820	1014.8160	30.834510	49	1.9243880	71
1/03/2016	1003A	2016	3	2	118.250000	0.5184434	2.0065160	1005.7640	42.075900	49	1.4870060	71
2/03/2016	1003A	2016	3	3	172.833300	0.4386221	7.4086610	998.5906	42.639150	49	1.4839750	71
5/03/2016	1003A	2016	3	6	59.333330	0.6661129	7.1971780	1002.0260	25.330030	49	3.2279700	71
7/03/2016	1003A	2016	3	1	48.769230	0.1831937	4.7442690	1003.4730	30.764420	49	3.2242650	71
8/03/2016	1003A	2016	3	2	11.000000	0.2560307	0.5295940	1012.1460	15.840190	49	3.6641530	71
9/03/2016	1003A	2016	3	3	9.652174	0.2949436	-0.3795213	1014.8360	20.247150	49	3.6285990	71
10/03/2016	1003A	2016	3	4	10.521740	0.1802004	0.9329898	1012.5730	20.414340	49	2.9100630	71
11/03/2016	1003A	2016	3	5	22.545450	0.2360754	1.0311410	1006.2300	27.578290	49	1.8161950	71
13/03/2016	1003A	2016	3	0	27.681820	0.1652339	4.8864950	1006.1580	29.720550	49	2.6978300	71
14/03/2016	1003A	2016	3	1	86.380950	0.3508186	6.1607220	1004.7510	34.049430	49	2.0116490	71
16/03/2016	1003A	2016	3	3	264.217400	1.4553470	8.3355200	998.3941	56.689220	49	1.6073030	71
17/03/2016	1003A	2016	3	4	295.652200	2.0689730	10.1593200	994.3756	56.852010	49	1.2707290	71
18/03/2016	1003A	2016	3	5	203.260900	0.8067981	12.0086100	994.4293	46.216660	49	1.8546890	71
20/03/2016	1003A	2016	3	0	66.625000	0.4216600	9.8582380	1007.7470	41.188130	49	1.1261120	71
21/03/2016	1003A	2016	3	1	141.260900	1.0462620	10.8785500	1004.6060	40.479890	49	1.6040820	71
23/03/2016	1003A	2016	3	3	23.304350	0.2739905	8.5321600	1013.2060	26.878830	49	3.4685950	71
24/03/2016	1003A	2016	3	4	13.260870	0.2480486	7.3456600	1013.9840	24.053180	49	2.0400980	71
25/03/2016	1003A	2016	3	5	19.291670	0.2460530	7.6542500	1010.5750	28.187600	49	2.0681050	71
26/03/2016	1003A	2016	3	6	12.375000	0.2500441	10.4358100	1006.9380	24.606960	49	2.4368450	71
27/03/2016	1003A	2016	3	0	15.833330	0.2111312	12.6814900	1001.4090	20.926870	49	1.9662420	71
29/03/2016	1003A	2016	3	2	21.500000	0.4326355	14.9163600	998.5322	24.221780	49	2.5593340	71
30/03/2016	1003A	2016	3	3	30.583330	0.2470508	14.1125900	998.8339	26.635720	49	2.2997070	71
1/04/2016	1003A	2016	4	5	39.458330	0.2430597	16.6189000	990.8230	40.277080	49	3.3266130	106
3/04/2016	1003A	2016	4	0	21.782610	0.1712205	13.2171100	1003.7870	17.818570	49	1.8811440	106
4/04/2016	1003A	2016	4	1	82.125000	1.0562400	13.2873300	995.0857	38.525220	49	1.9598790	106
5/04/2016	1003A	2016	4	2	134.217400	1.4633290	14.4999100	994.5238	47.068750	49	2.4459450	106
7/04/2016	1003A	2016	4	4	101.708300	0.2171178	16.4864800	993.8017	39.405770	49	2.3849610	106
8/04/2016	1003A	2016	4	5	31.565220	0.1582496	16.3902000	996.7918	13.106690	49	3.4218490	106
9/04/2016	1003A	2016	4	6	105.958300	0.6252045	15.6645500	992.2308	30.893560	49	2.5688060	106
10/04/2016	1003A	2016	4	0	58.416670	0.4905060	12.3291500	999.3042	25.924030	49	2.3055270	106
11/04/2016	1003A	2016	4	1	48.833330	0.9744229	9.7728650	1000.1330	35.813470	49	2.6327650	106
12/04/2016	1003A	2016	4	2	82.260870	0.7279745	11.0317000	990.0940	66.421480	49	1.5437910	106
13/04/2016	1003A	2016	4	3	130.791700	0.7748696	15.6343800	987.1107	55.278570	49	2.2394440	106
14/04/2016	1003A	2016	4	4	34.166670	0.3790448	16.6279200	996.7279	25.023830	49	3.0206540	106
17/04/2016	1003A	2016	4	0	13.500000	0.2400664	13.7676500	993.5984	23.621500	49	3.4694020	106
18/04/2016	1003A	2016	4	1	15.200000	0.2300888	13.5382400	995.5178	29.958110	49	2.3370790	106
20/04/2016	1003A	2016	4	3	71.045450	0.5324159	16.5407700	995.1744	45.081130	49	2.0289370	106
21/04/2016	1003A	2016	4	4	118.913000	0.4742873	19.2896600	986.5990	36.598220	49	2.6203110	106
22/04/2016	1003A	2016	4	5	37.173910	0.3541044	19.0300100	991.7545	12.181120	49	3.1685710	106
24/04/2016	1003A	2016	4	0	90.409090	0.8972126	16.4617800	993.3412	39.196400	49	1.9407620	106
25/04/2016	1003A	2016	4	1	105.833300	0.9416473	20.6025500	994.2454	48.587950	49	2.6433770	106
26/04/2016	1003A	2016	4	2	79.941180	1.2817350	17.2668600	998.0812	45.557540	49	2.3510380	106
28/04/2016	1003A	2016	4	4	98.666670	0.7056437	18.1966200	996.7874	52.689070	49	2.1712700	106
29/04/2016	1003A	2016	4	5	138.500000	1.5132170	18.9210400	990.3473	52.968550	49	2.1791960	106
30/04/2016	1003A	2016	4	6	202.428600	1.0352870	21.9368300	985.4377	56.162490	49	2.2559940	106
3/05/2016	1003A	2016	5	2	38.333330	0.2381361	17.3313700	984.6760	41.868330	49	3.3622470	118
5/05/2016	1003A	2016	5	4	68.347830	1.1136440	19.2104300	988.0882	41.414240	49	2.4907900	118
6/05/2016	1003A	2016	5	5	113.363600	0.2141245	18.4453200	994.0923	22.896870	49	4.0996240	118
7/05/2016	1003A	2016	5	6	33.416670	0.1817462	19.1975100	999.8132	22.802310	49	2.0443730	118
8/05/2016	1003A	2016	5	0	77.458330	0.6769906	19.1463900	995.3472	40.801710	49	2.3063550	118
10/05/2016	1003A	2016	5	2	60.875000	0.4381044	19.1892800	992.1728	55.703360	49	1.6298640	118
15/05/2016	1003A	2016	5	0	43.200000	0.3388454	16.1833300	995.9957	52.942200	49	2.2124810	118
16/05/2016	1003A	2016	5	1	35.950000	0.1827462	20.8023100	991.2994	33.946170	49	2.6083230	118
17/05/2016	1003A	2016	5	2	65.652170	0.6420932	22.9160700	991.6427	41.540960	49	2.2982500	118
19/05/2016	1003A	2016	5	4	89.956520	0.7818539	22.3816500	996.5547	48.113700	49	2.0381660	118
21/05/2016	1003A	2016	5	6	74.875000	0.8046660	21.8693700	1001.0200	44.291410	49	2.3471320	118
22/05/2016	1003A	2016	5	0	50.950000	0.7998137	22.1958800	1000.2110	39.397010	49	1.5772580	118
24/05/2016	1003A	2016	5	2	22.882350	0.2480486	19.6581400	986.4363	50.980290	49	2.8117190	118
26/05/2016	1003A	2016	5	4	25.208330	0.3369626	22.2517500	992.2469	36.089930	49	2.5412120	118
28/05/2016	1003A	2016	5	6	41.608700	0.4845194	22.6761800	988.8449	46.043590	49	2.0426180	118
29/05/2016	1003A	2016	5	0	42.791670	0.4601790	23.5633900	989.6178	34.289280	49	2.6731760	118
30/05/2016	1003A	2016	5	1	85.291670	0.8087936	25.1913400	986.0398	46.731660	49	1.9102590	118
2/06/2016	1003A	2016	6	4	48.958330	0.6431436	24.1591200	992.3848	37.262980	49	1.6485500	122
6/06/2016	1003A	2016	6	1	107.400000	2.1837170	23.3363200	992.1811	61.504300	49	1.6769980	122
7/06/2016	1003A	2016	6	2	61.791670	0.7279745	21.6407600	993.8211	71.818030	49	2.0518600	122
8/06/2016	1003A	2016	6	3	136.227300	0.8806044	23.3803800	991.1276	68.522340	49	1.6830510	122
9/06/2016	1003A	2016	6	4	100.800000	0.8643134	26.2386400	988.2935	55.478720	49	2.6496660	122
10/06/2016	1003A	2016	6	5	56.875000	1.5461430	24.3780300	986.2345	65.518240	49	2.2058380	122
15/06/2016	1003A	2016	6	3	20.625000	0.3110522	23.1499000	985.1439	58.007240	49	2.0298310	122
16/06/2016	1003A	2016	6	4	27.625000	0.7412853	25.8410700	981.8317	50.624250	49	1.6989780	122
18/06/2016	1003A	2016	6	6	46.375000	0.6257760	25.2213900	987.4420	57.070910	49	1.8069740	122
19/06/2016	1003A	2016	6	0	66.304350	0.4086891	27.0405800	988.1359	50.288070	49	1.9361930	122
20/06/2016	1003A	2016	6	1	91.708330	1.5511320	27.1943200	985.4349	61.323440	49	1.9172080	122
21/06/2016	1003A	2016	6	2	107.208300	1.6369400	27.2248600	984.7089	68.337600	49	1.8376410	122
22/06/2016	1003A	2016	6	3	56.125000	1.2784610	26.4953000	985.0912	68.553510	49	1.7862800	122
24/06/2016	1003A	2016	6	5	18.500000	0.1911759	25.7357000	988.8604	39.424880	49	2.2678430	122
25/06/2016	1003A	2016	6	6	16.958330	0.5043134	27.9120600	990.2448	33.011080	49	2.1428830	122
30/06/2016	1003A	2016	6	4	74.166670	0.7399197	24.6425200	986.4750	73.645860	49	1.5960990	122
2/07/2016	1003A	2016	7	6	53.000000	0.6526828	25.8175500	987.9682	60.125910	49	1.4546200	124
5/07/2016	1003A	2016	7	2	98.583330	1.6156720	26.2895600	993.1854	65.038630	49	1.8097000	124
6/07/2016	1003A	2016	7	3	68.666670	1.2208710	27.1067700	994.6017	58.792170	49	1.5467730	124
8/07/2016	1003A	2016	7	5	111.291700	3.5626310	27.4636500	991.2495	70.483590	49	1.8476170	124
9/07/2016	1003A	2016	7	6	111.958300	1.5065600	29.1110300	988.0254	69.000350	49	1.7292290	124
10/07/2016	1003A	2016	7	0	125.458300	0.8934067	29.8533400	985.7716	64.460410	49	1.9471720	124
11/07/2016	1003A	2016	7	1	133.500000	1.7257410	30.0802300	983.0605	61.803550	49	2.2379180	124
13/07/2016	1003A	2016	7	3	22.666670	0.4654925	28.0666300	987.3160	61.522690	49	1.3728680	124
26/07/2016	1003A	2016	7	2	19.750000	0.4017047	27.1769300	987.0599	68.410430	49	1.6598380	124
29/07/2016	1003A	2016	7	5	133.833300	2.8063230	28.4376400	987.3532	80.613500	49	1.4413860	124
1/08/2016	1003A	2016	8	1	74.750000	1.2826170	27.5630700	991.7871	79.905420	49	1.4769990	123
2/08/2016	1003A	2016	8	2	91.454550	0.4027025	27.8406400	992.4618	74.079790	49	1.2559380	123
8/08/2016	1003A	2016	8	1	37.291670	0.3099101	26.3099300	992.7663	69.461730	49	1.6217830	123
9/08/2016	1003A	2016	8	2	47.833330	0.6471585	26.1374000	991.3755	72.997050	49	1.5687140	123
11/08/2016	1003A	2016	8	4	82.791670	3.3570910	29.7105600	989.5360	78.659880	49	1.8753370	123
16/08/2016	1003A	2016	8	2	26.458330	0.4978656	24.5503800	988.5972	74.768120	49	1.4425030	123
19/08/2016	1003A	2016	8	5	21.250000	0.3766231	25.6497900	988.6453	76.758440	49	1.8961000	123
21/08/2016	1003A	2016	8	0	63.291670	1.1200970	27.1176800	992.4073	75.063420	49	1.2893280	123
22/08/2016	1003A	2016	8	1	46.217390	0.9115636	26.9851900	994.3792	71.998580	49	1.4487710	123
25/08/2016	1003A	2016	8	4	22.954550	0.2137574	25.0034100	993.6341	54.997750	49	2.9176200	123
26/08/2016	1003A	2016	8	5	12.666670	0.3399048	21.4655400	999.3681	53.628550	49	1.3112090	123
27/08/2016	1003A	2016	8	6	18.041670	0.0980951	22.0615500	996.0221	56.601390	49	1.7746670	123
28/08/2016	1003A	2016	8	0	13.875000	0.2708432	22.8570200	995.2264	50.689930	49	1.5008050	123
29/08/2016	1003A	2016	8	1	21.000000	0.2560307	22.9879300	994.9316	55.937220	49	1.4352080	123
30/08/2016	1003A	2016	8	2	34.166670	0.3882667	24.0386300	989.5086	61.327550	49	1.5573910	123
31/08/2016	1003A	2016	8	3	18.458330	0.2892555	24.5994700	980.7694	46.514400	49	2.2749200	123
3/09/2016	1003A	2016	9	6	21.208330	0.3954384	23.6480500	990.1743	67.012250	49	1.1992520	123
5/09/2016	1003A	2016	9	1	29.500000	0.2250999	22.9331500	993.4428	69.442620	49	1.5486590	123
7/09/2016	1003A	2016	9	3	44.750000	0.8059272	22.6563100	989.5637	66.205620	49	1.8607390	123
8/09/2016	1003A	2016	9	4	27.086960	0.1996399	21.6890700	989.8692	68.537250	49	1.1151470	123
9/09/2016	1003A	2016	9	5	22.791670	0.3713040	22.5551100	991.5974	59.910080	49	1.4427140	123
10/09/2016	1003A	2016	9	6	18.416670	0.2976511	22.2070800	993.0651	60.919540	49	1.4342130	123
14/09/2016	1003A	2016	9	3	107.347800	0.9213675	22.7262100	999.2210	76.593590	49	1.4378630	123
15/09/2016	1003A	2016	9	4	86.416670	0.7449365	23.2956400	997.3997	73.661660	49	1.0931510	123
19/09/2016	1003A	2016	9	1	14.652170	0.1268731	17.6641900	1004.2930	63.262970	49	1.5483040	123
20/09/2016	1003A	2016	9	2	21.782610	0.3153843	17.6631400	1002.9830	64.297640	49	1.2525680	123
23/09/2016	1003A	2016	9	5	135.272700	2.0919220	20.1067600	994.5675	82.203640	49	1.0187290	123
24/09/2016	1003A	2016	9	6	131.333300	2.0709690	21.1416900	993.0197	80.550470	49	1.3361190	123
28/09/2016	1003A	2016	9	3	17.250000	0.1864272	13.7164400	1008.3240	48.832740	49	1.4979420	123
29/09/2016	1003A	2016	9	4	61.086960	0.7684906	13.6504500	1001.9590	63.760020	49	1.2832200	123
30/09/2016	1003A	2016	9	5	105.750000	1.0841770	16.6159200	997.9214	66.977130	49	1.2631800	123
1/10/2016	1003A	2016	10	6	176.458300	1.7367170	17.8230800	997.2988	69.562700	49	1.3924160	111
2/10/2016	1003A	2016	10	0	199.583300	2.7983410	18.5963900	995.5060	75.229540	49	1.1470130	111
3/10/2016	1003A	2016	10	1	119.916700	0.8287490	20.8534200	993.5543	76.124770	49	1.3884640	111
5/10/2016	1003A	2016	10	3	81.000000	0.5124568	15.4049100	1000.7950	79.613100	49	1.4404220	111
8/10/2016	1003A	2016	10	6	11.291670	0.2366175	11.0415300	1004.1670	50.278080	49	2.8985880	111
10/10/2016	1003A	2016	10	1	100.125000	0.8157780	10.8269200	1000.3470	76.643540	49	1.1506980	111
11/10/2016	1003A	2016	10	2	128.541700	1.2398290	12.5747700	1003.7630	75.358990	49	1.6345270	111
13/10/2016	1003A	2016	10	4	177.250000	1.3924870	14.4698800	1002.0230	84.689700	49	0.8460356	111
14/10/2016	1003A	2016	10	5	260.772700	2.9549900	15.7621800	1003.0990	79.420790	49	1.2547680	111
17/10/2016	1003A	2016	10	1	77.041670	0.2360754	14.4980000	1002.9400	68.059870	49	1.3892470	111
19/10/2016	1003A	2016	10	3	253.708300	3.0996670	16.0970200	999.0190	87.542350	49	1.0392330	111
23/10/2016	1003A	2016	10	0	32.166670	0.4515930	9.2922740	1005.3390	61.696130	49	0.7626956	111
26/10/2016	1003A	2016	10	3	41.947370	0.4615707	11.3492000	1005.6030	62.436120	49	1.7257930	111
28/10/2016	1003A	2016	10	5	12.357140	0.1802004	7.8324110	1011.7460	53.573680	49	2.2617980	111
29/10/2016	1003A	2016	10	6	23.761900	0.3273843	4.7933060	1013.0160	59.186840	49	1.7029010	111
31/10/2016	1003A	2016	10	1	9.916667	0.1283165	1.2669410	1018.9300	26.486780	49	3.7349740	111
1/11/2016	1003A	2016	11	2	43.375000	0.7209901	0.0495869	1015.9480	58.369680	49	1.0298010	101
2/11/2016	1003A	2016	11	3	123.583300	0.6631196	3.6909250	1008.1820	61.267590	49	1.3712060	101
3/11/2016	1003A	2016	11	4	214.125000	0.7828517	5.1573000	1000.6660	75.111380	49	1.2772760	101
4/11/2016	1003A	2016	11	5	277.875000	1.0901640	6.0149470	991.8146	84.218180	49	0.9964390	101
5/11/2016	1003A	2016	11	6	195.916700	1.1111170	8.3313640	996.4345	77.478070	49	1.7549840	101
8/11/2016	1003A	2016	11	2	37.478260	0.2889570	3.9043170	1015.8530	55.644360	49	1.3448810	101
10/11/2016	1003A	2016	11	4	147.714300	2.7434640	5.2637180	997.4688	73.144180	49	1.5402240	101
12/11/2016	1003A	2016	11	6	76.208330	0.7429410	5.7314660	1001.8440	66.803320	49	1.5440980	101
14/11/2016	1003A	2016	11	1	46.791670	0.1203344	7.6380650	1004.0080	38.798550	49	3.0703640	101
15/11/2016	1003A	2016	11	2	70.181820	0.5463809	3.1116380	1007.7760	48.726250	49	1.5397580	101
16/11/2016	1003A	2016	11	3	106.739100	0.9305212	3.9053240	1003.0200	70.557470	49	0.9712081	101
22/11/2016	1003A	2016	11	2	11.541670	0.1981602	-5.4906670	1020.4690	37.502310	49	3.3691760	101
23/11/2016	1003A	2016	11	3	16.363640	0.3009302	-4.1824760	1017.1090	47.512230	49	2.2604570	101
24/11/2016	1003A	2016	11	4	83.083330	0.5393965	-3.4136660	1011.2930	56.779670	49	1.1013050	101
26/11/2016	1003A	2016	11	6	303.583300	2.5538880	0.3952131	1002.7440	67.198570	49	1.1441730	101
27/11/2016	1003A	2016	11	0	69.333330	0.1682272	1.3223520	1009.1820	42.899520	49	2.6350300	101
28/11/2016	1003A	2016	11	1	67.875000	0.3657851	-0.8587116	1014.1280	55.517060	49	1.2105550	101
30/11/2016	1003A	2016	11	3	90.500000	0.8207668	2.9275750	1006.7920	65.780340	49	1.8412210	101
1/12/2016	1003A	2016	12	4	32.458330	0.1851893	1.9734480	1013.7130	45.984420	49	1.6698820	85
2/12/2016	1003A	2016	12	5	113.666700	0.1871848	0.4533102	1011.7270	58.980560	49	1.2715640	85
5/12/2016	1003A	2016	12	1	49.470590	0.1293143	1.0695390	1009.2610	47.777090	49	2.3195870	85
6/12/2016	1003A	2016	12	2	104.428600	0.3657851	-1.1069070	1005.0120	53.604500	49	1.1148630	85
7/12/2016	1003A	2016	12	3	145.363600	0.5354055	1.4431660	1005.4180	59.086620	49	1.6199890	85
8/12/2016	1003A	2016	12	4	105.541700	0.1482719	2.1519490	1000.3060	52.054840	49	3.2151110	85
10/12/2016	1003A	2016	12	6	52.041670	0.2460530	-3.2118020	1011.0750	57.472190	49	0.9697291	85
12/12/2016	1003A	2016	12	1	228.421100	1.8424800	1.4856870	1006.0030	66.341840	49	1.6463510	85
14/12/2016	1003A	2016	12	3	27.625000	0.1542585	-3.4268800	1015.0090	37.641980	49	1.9971820	85
15/12/2016	1003A	2016	12	4	27.958330	0.1552563	-2.3135190	1014.4110	43.809060	49	2.6112260	85
16/12/2016	1003A	2016	12	5	139.750000	0.6750929	-1.8581960	1008.7110	53.317680	49	1.4277400	85
18/12/2016	1003A	2016	12	0	260.375000	0.9075726	-1.9362750	1005.9160	72.866100	49	0.7832198	85
19/12/2016	1003A	2016	12	1	246.869600	0.7439388	-1.8481170	1007.0180	76.443460	49	0.8972400	85
22/12/2016	1003A	2016	12	4	102.588200	0.1991580	0.5836846	1005.6920	51.693540	49	3.0522170	85
23/12/2016	1003A	2016	12	5	37.608700	0.1273188	-2.7827720	1011.5880	45.201710	49	1.9200990	85
24/12/2016	1003A	2016	12	6	136.500000	1.8933660	-3.2801650	1011.7740	62.101960	49	1.2562920	85
27/12/2016	1003A	2016	12	2	40.666670	0.1572518	-4.1673190	1015.9430	50.731760	49	1.7950670	85
29/12/2016	1003A	2016	12	4	67.761900	0.2460530	-5.4321220	1016.8890	45.844740	49	1.8439030	85
31/12/2016	1003A	2016	12	6	353.391300	1.0901640	-4.8607020	1008.8440	74.438560	49	0.8453652	85
2/01/2015	1004A	2015	1	5	57.086960	0.1752116	-2.7524010	1011.7600	30.397310	45	1.7197830	67
3/01/2015	1004A	2015	1	6	173.208300	0.8058003	-3.7875490	1000.3320	43.807220	45	0.9768227	67
4/01/2015	1004A	2015	1	0	176.666700	0.3168945	-1.3239280	999.2540	43.416410	45	1.3887640	67
6/01/2015	1004A	2015	1	2	35.454550	0.2430597	-2.2197450	1010.4550	20.147950	45	2.7722500	67
8/01/2015	1004A	2015	1	4	136.238100	0.8397244	-3.5923740	1012.3880	55.330330	45	1.1935260	67
9/01/2015	1004A	2015	1	5	90.130430	0.1362987	-1.6466520	1011.5150	37.689360	45	2.1777200	67
10/01/2015	1004A	2015	1	6	248.083300	0.3009302	0.2688117	1005.5530	35.940810	45	1.9188610	67
11/01/2015	1004A	2015	1	0	37.826090	0.2520396	0.5678462	1014.7660	36.306100	45	2.0364270	67
12/01/2015	1004A	2015	1	1	99.700000	0.7858450	-3.3301160	1018.9420	57.386760	45	1.3289970	67
13/01/2015	1004A	2015	1	2	157.416700	2.1877080	-3.4315560	1014.4130	64.276040	45	1.1397710	67
16/01/2015	1004A	2015	1	5	115.181800	0.2500441	-2.2249870	1011.5590	49.774180	45	3.8755400	67
17/01/2015	1004A	2015	1	6	64.875000	0.9085703	-4.1746090	1014.5850	39.151120	45	2.0179370	67
19/01/2015	1004A	2015	1	1	43.434780	0.2670062	-0.9736670	1007.7930	37.772270	45	1.7001330	67
20/01/2015	1004A	2015	1	2	79.666670	0.7519209	-2.3869930	1004.8720	58.845160	45	1.7542130	67
21/01/2015	1004A	2015	1	3	18.428570	0.1263210	-0.6590979	1010.4090	39.675510	45	2.7725630	67
22/01/2015	1004A	2015	1	4	116.545500	0.8187713	-2.9395360	1007.4190	50.249610	45	1.5289760	67
25/01/2015	1004A	2015	1	0	124.000000	2.4391450	-1.3307560	1007.7340	82.400120	45	1.3110680	67
27/01/2015	1004A	2015	1	2	15.916670	0.1652339	-5.6709340	1018.9750	28.818530	45	2.9607370	67
28/01/2015	1004A	2015	1	3	34.260870	0.5433876	-4.0476030	1016.3930	33.074000	45	1.4395430	67
29/01/2015	1004A	2015	1	4	63.954550	0.2360754	-2.2110640	1011.9930	42.194880	45	2.4714080	67
30/01/2015	1004A	2015	1	5	11.695650	0.1382942	-4.1315870	1018.0210	27.577460	45	2.6647210	67
31/01/2015	1004A	2015	1	6	31.375000	0.2270955	-4.9280040	1020.5660	28.695390	45	1.5267330	67
3/02/2015	1004A	2015	2	2	102.826100	0.8985927	0.0333119	1014.2040	50.975960	45	2.0338050	72
5/02/2015	1004A	2015	2	4	28.086960	0.2211089	0.3216497	1014.6440	32.824600	45	2.6512230	72
7/02/2015	1004A	2015	2	6	14.869570	0.1941692	0.0850044	1012.0980	24.764580	45	3.7710660	72
8/02/2015	1004A	2015	2	0	24.875000	0.1502674	-5.4460900	1018.3530	19.118130	45	2.3997790	72
9/02/2015	1004A	2015	2	1	134.000000	0.4266489	-2.9780430	1010.9040	27.867040	45	1.6640710	72
11/02/2015	1004A	2015	2	3	50.130430	0.2610196	2.1456970	999.4691	29.783110	45	2.5142800	72
13/02/2015	1004A	2015	2	5	119.478300	0.6182201	-0.1546701	1000.1990	47.275340	45	1.6802800	72
14/02/2015	1004A	2015	2	6	260.130400	1.1141100	2.1599550	995.2297	45.348500	45	1.5170230	72
16/02/2015	1004A	2015	2	1	108.304300	0.4086891	3.1870130	1001.3140	47.242560	45	2.2579600	72
17/02/2015	1004A	2015	2	2	20.125000	0.2749883	3.2117070	1006.5590	37.046820	45	2.4078270	72
18/02/2015	1004A	2015	2	3	50.000000	0.2280932	1.6769980	1013.2760	44.486960	45	1.6479890	72
22/02/2015	1004A	2015	2	0	39.782610	0.2999325	-2.4635340	1005.9600	28.830130	45	3.8785540	72
23/02/2015	1004A	2015	2	1	59.045450	0.4645640	-1.4003390	1003.5520	41.218210	45	1.5422260	72
24/02/2015	1004A	2015	2	2	157.454500	1.2827330	-0.1773598	997.7421	62.200140	45	1.3234890	72
25/02/2015	1004A	2015	2	3	69.478260	0.2929481	1.8437680	1001.6650	38.086600	45	3.2879010	72
26/02/2015	1004A	2015	2	4	13.666670	0.2709972	-0.4179949	1008.4230	31.230570	45	2.2316410	72
1/03/2015	1004A	2015	3	0	42.208330	0.2390687	3.3801250	1003.5870	37.120470	45	2.6919560	64
2/03/2015	1004A	2015	3	1	64.608700	0.4186667	4.3976660	995.0011	36.499250	45	2.1880590	64
3/03/2015	1004A	2015	3	2	8.583333	0.1702228	0.9860211	1005.9980	15.707840	45	4.9746620	64
4/03/2015	1004A	2015	3	3	25.523810	0.3288677	-1.2728840	1010.8330	20.819510	45	1.7792420	64
5/03/2015	1004A	2015	3	4	122.791700	0.6411688	0.4571813	1008.5890	27.830020	45	2.1439470	64
6/03/2015	1004A	2015	3	5	193.791700	1.2837310	2.5271190	1001.8760	40.305570	45	1.9446360	64
9/03/2015	1004A	2015	3	1	8.333333	0.2231044	-0.6555983	1017.9060	15.367440	45	3.5430780	64
10/03/2015	1004A	2015	3	2	34.043480	0.3139012	0.3471854	1013.4070	21.096910	45	2.1695110	64
11/03/2015	1004A	2015	3	3	44.650000	0.2221066	3.4428160	1006.0850	22.063520	45	2.1174820	64
12/03/2015	1004A	2015	3	4	66.071430	0.3707739	4.4291240	999.5379	27.847030	45	1.8350750	64
13/03/2015	1004A	2015	3	5	63.416670	0.3188900	4.4012080	1004.3770	33.000450	45	1.9835660	64
14/03/2015	1004A	2015	3	6	95.500000	1.1210950	4.6387880	1003.4130	44.115000	45	1.9502150	64
15/03/2015	1004A	2015	3	0	109.652200	0.5274233	8.4312350	1000.0710	29.683500	45	2.1947680	64
17/03/2015	1004A	2015	3	2	220.583300	1.1320700	10.0336900	1002.0010	48.233150	45	2.3470570	64
20/03/2015	1004A	2015	3	5	42.458330	0.6830750	12.1047700	1000.7770	22.046460	45	1.9315540	64
21/03/2015	1004A	2015	3	6	18.043480	0.2021513	13.3919500	1001.3520	11.191330	45	3.1635800	64
22/03/2015	1004A	2015	3	0	19.750000	0.2510419	8.6705420	1010.2590	17.671250	45	3.0123510	64
23/03/2015	1004A	2015	3	1	36.041670	0.2660084	8.1851640	1011.9950	25.031500	45	1.7140060	64
24/03/2015	1004A	2015	3	2	79.217390	0.3877360	8.5733980	1013.7120	31.470100	45	2.4983640	64
25/03/2015	1004A	2015	3	3	119.583300	1.0881680	9.9324770	1013.1710	44.303910	45	1.9339060	64
26/03/2015	1004A	2015	3	4	93.227270	0.8985927	12.6245200	1011.7230	38.183810	45	2.3923530	64
27/03/2015	1004A	2015	3	5	98.000000	1.3775210	13.0594600	1003.9750	39.223320	45	2.3565980	64
28/03/2015	1004A	2015	3	6	57.714290	1.1739760	16.4031600	996.5956	36.784060	45	3.1907630	64
2/04/2015	1004A	2015	4	4	37.416670	0.2889570	7.0756530	986.5387	78.008970	45	2.2362420	96
3/04/2015	1004A	2015	4	5	28.083330	0.5623452	10.6947100	994.7378	56.764120	45	2.5264890	96
4/04/2015	1004A	2015	4	6	64.250000	1.3685410	10.9189800	995.5768	58.698390	45	1.6089890	96
7/04/2015	1004A	2015	4	2	24.791670	0.2660084	6.8865340	1013.9080	31.710990	45	2.0973580	96
8/04/2015	1004A	2015	4	3	105.545500	1.0881680	7.6886550	1007.2730	48.116010	45	2.3018610	96
9/04/2015	1004A	2015	4	4	161.000000	1.5451460	10.5216600	1003.1040	58.199980	45	1.8852000	96
10/04/2015	1004A	2015	4	5	163.809500	1.0891660	12.8134400	1002.2580	54.898580	45	1.9426190	96
13/04/2015	1004A	2015	4	1	27.000000	0.6192179	10.0700400	1008.0700	46.790140	45	2.8361020	96
14/04/2015	1004A	2015	4	2	59.947370	0.3568052	14.9803500	992.1459	42.695820	45	1.9370150	96
16/04/2015	1004A	2015	4	4	23.714290	0.2530374	15.3132400	994.8513	13.451170	45	4.3885940	96
17/04/2015	1004A	2015	4	5	73.619050	0.3790037	16.0258100	992.3336	30.786120	45	2.1926140	96
20/04/2015	1004A	2015	4	1	76.000000	0.5098245	14.2971900	998.0577	44.745110	45	1.9821430	96
22/04/2015	1004A	2015	4	3	50.571430	0.4480802	17.2543800	1000.4290	35.243700	45	2.3119120	96
23/04/2015	1004A	2015	4	4	58.619050	0.4877051	19.8492200	998.0046	35.002820	45	2.4043460	96
24/04/2015	1004A	2015	4	5	57.050000	0.3412649	17.8671000	1004.0430	31.892430	45	1.9572960	96
25/04/2015	1004A	2015	4	6	71.863640	0.5609197	21.0749400	998.2564	35.030210	45	2.0498600	96
26/04/2015	1004A	2015	4	0	103.000000	0.7928294	23.0088300	993.5143	43.015010	45	2.6147290	96
29/04/2015	1004A	2015	4	3	106.142900	1.4074700	20.1057900	996.3561	65.555970	45	1.9161170	96
30/04/2015	1004A	2015	4	4	94.909090	1.2438100	22.2424000	994.2296	61.776920	45	2.2481240	96
2/05/2015	1004A	2015	5	6	36.130430	0.8926061	17.8548800	993.6634	73.046710	45	1.7604410	105
3/05/2015	1004A	2015	5	0	37.136360	0.3188900	18.1920400	996.9071	34.870310	45	3.2738580	105
4/05/2015	1004A	2015	5	1	16.500000	0.4126249	17.2393900	998.4462	22.038690	45	3.0186710	105
5/05/2015	1004A	2015	5	2	42.050000	0.7100147	18.7956100	988.8475	37.493230	45	1.9296850	105
8/05/2015	1004A	2015	5	5	58.846150	0.9108488	17.5575000	992.9123	51.450980	45	2.0815840	105
15/05/2015	1004A	2015	5	5	22.136360	0.5450242	20.0147200	997.6842	34.853530	45	2.4582580	105
16/05/2015	1004A	2015	5	6	51.545450	0.4730111	20.4122800	993.4876	40.528240	45	2.1630110	105
18/05/2015	1004A	2015	5	1	62.681820	0.4533656	21.9224200	985.0585	41.306530	45	3.0983160	105
19/05/2015	1004A	2015	5	2	8.478261	0.2467462	20.9536100	991.3199	19.922610	45	3.5995830	105
20/05/2015	1004A	2015	5	3	13.700000	0.5686044	21.9262000	998.6312	29.180300	45	2.8304360	105
22/05/2015	1004A	2015	5	5	47.133330	0.7473525	21.5888000	992.9766	43.363580	45	1.7712970	105
23/05/2015	1004A	2015	5	6	88.695650	0.8028070	23.4166900	991.7104	48.360930	45	1.7491660	105
24/05/2015	1004A	2015	5	0	109.695700	0.9441511	24.7304300	990.2798	47.289640	45	1.9521480	105
25/05/2015	1004A	2015	5	1	93.130430	1.0684350	25.9597000	989.3660	44.719630	45	2.1822650	105
26/05/2015	1004A	2015	5	2	81.250000	1.0396570	26.9319100	989.4684	44.218960	45	2.5465390	105
27/05/2015	1004A	2015	5	3	79.631580	1.3544550	25.1969600	988.5116	50.735990	45	1.9599860	105
30/05/2015	1004A	2015	5	6	56.227270	0.7612891	23.2927800	990.8481	50.891380	45	1.9974910	105
31/05/2015	1004A	2015	5	0	54.857140	0.8212723	25.9845800	984.8746	48.727770	45	2.3551210	105
2/06/2015	1004A	2015	6	2	29.695650	0.2131267	26.0071500	991.7568	31.492570	45	3.3577520	123
5/06/2015	1004A	2015	6	5	50.666670	0.6467331	22.5440900	982.1453	61.716730	45	1.8006430	123
6/06/2015	1004A	2015	6	6	27.700000	0.6651152	23.2332300	985.3035	55.972660	45	2.5103550	123
8/06/2015	1004A	2015	6	1	18.500000	0.3069141	21.6849600	988.5666	53.458460	45	1.6888120	123
9/06/2015	1004A	2015	6	2	58.529410	1.6049660	23.7032900	985.0893	53.049410	45	2.3265650	123
13/06/2015	1004A	2015	6	6	13.590910	0.3588007	22.3208100	987.8424	61.444380	45	2.2066460	123
14/06/2015	1004A	2015	6	0	19.695650	0.4166712	24.3589400	991.9259	56.257440	45	1.7784160	123
16/06/2015	1004A	2015	6	2	108.058800	1.7011060	25.6859100	987.5808	55.850260	45	1.7933690	123
18/06/2015	1004A	2015	6	4	24.000000	0.3211492	25.9514100	989.9893	38.600070	45	2.2197860	123
20/06/2015	1004A	2015	6	6	28.375000	0.3789944	23.6765300	995.1266	54.635040	45	1.5461850	123
22/06/2015	1004A	2015	6	1	90.913040	1.6199780	25.2381900	989.3454	54.715410	45	1.8191950	123
30/06/2015	1004A	2015	6	2	14.142860	0.1382942	21.4568300	986.9275	64.886070	45	2.1683550	123
1/07/2015	1004A	2015	7	3	18.437500	0.2200709	24.0563800	981.6046	55.623960	45	1.7992800	138
2/07/2015	1004A	2015	7	4	7.562500	0.4732462	25.1955000	986.1959	42.213200	45	2.0623470	138
3/07/2015	1004A	2015	7	5	26.500000	0.6172499	24.7895100	991.5087	41.746550	45	2.3477550	138
5/07/2015	1004A	2015	7	0	60.375000	1.4128170	22.9059900	993.3737	62.916480	45	1.9032690	138
6/07/2015	1004A	2015	7	1	64.916670	2.3194130	24.5874000	993.8680	59.584000	45	1.8883560	138
7/07/2015	1004A	2015	7	2	61.541670	1.2530060	26.0801700	992.5772	56.950890	45	1.8002140	138
8/07/2015	1004A	2015	7	3	129.913000	2.2765090	26.8565000	993.6936	59.396320	45	1.9859980	138
9/07/2015	1004A	2015	7	4	70.166670	1.5669910	27.2982100	995.9272	52.303970	45	2.0918030	138
10/07/2015	1004A	2015	7	5	50.708330	2.1737390	27.3341100	994.2255	55.179150	45	2.0804880	138
11/07/2015	1004A	2015	7	6	108.541700	2.4750650	28.1497100	991.0345	58.953300	45	1.4581870	138
12/07/2015	1004A	2015	7	0	118.625000	0.9654570	29.5836100	984.0322	56.035130	45	1.3783650	138
13/07/2015	1004A	2015	7	1	53.434780	0.5973152	31.0036800	981.7380	47.112700	45	1.5035770	138
23/07/2015	1004A	2015	7	4	41.904760	0.9474719	25.5051800	987.6580	75.831180	45	1.1222410	138
24/07/2015	1004A	2015	7	5	55.944440	0.7089851	25.7879300	985.4419	71.261580	45	1.5440520	138
25/07/2015	1004A	2015	7	6	99.250000	0.9846175	26.6416100	984.7366	71.792450	45	1.4339370	138
26/07/2015	1004A	2015	7	0	116.833300	0.5743184	28.7044300	986.9471	67.211320	45	1.2994350	138
2/08/2015	1004A	2015	8	0	71.708330	1.0143340	25.5537500	986.4589	86.614980	45	1.0512650	122
4/08/2015	1004A	2015	8	2	18.083330	0.2719496	24.6858500	985.4115	66.061810	45	1.7326470	122
9/08/2015	1004A	2015	8	0	60.333330	0.8576842	26.6460300	994.5064	74.850430	45	1.1724660	122
10/08/2015	1004A	2015	8	1	47.250000	0.4166809	27.8838400	993.3864	65.275900	45	1.2983180	122
12/08/2015	1004A	2015	8	3	86.217390	0.6636231	28.0339100	990.3713	67.306330	45	1.8806570	122
13/08/2015	1004A	2015	8	4	116.217400	1.4543490	28.3199300	987.8646	65.596300	45	1.8139490	122
15/08/2015	1004A	2015	8	6	26.695650	0.3485522	26.2350300	988.9768	56.897110	45	1.4287760	122
16/08/2015	1004A	2015	8	0	38.541670	0.4184645	26.9857800	989.3529	58.692650	45	1.4297410	122
19/08/2015	1004A	2015	8	3	53.833330	0.8985927	23.6982000	994.7078	74.549160	45	1.7763530	122
20/08/2015	1004A	2015	8	4	35.913040	0.2480486	24.6530300	991.9425	67.842630	45	1.5857070	122
21/08/2015	1004A	2015	8	5	12.909090	0.2847593	25.5788600	989.6766	53.746510	45	1.3621680	122
22/08/2015	1004A	2015	8	6	19.631580	0.1522629	25.4999200	989.1820	59.389720	45	1.7150700	122
23/08/2015	1004A	2015	8	0	26.130430	0.5992626	22.7014900	992.8137	74.817340	45	1.4387220	122
25/08/2015	1004A	2015	8	2	15.454550	0.7140058	23.8821000	994.0029	68.019950	45	1.2943990	122
26/08/2015	1004A	2015	8	3	11.428570	0.1712205	24.4794800	993.2027	66.352570	45	1.3246570	122
27/08/2015	1004A	2015	8	4	9.842105	0.4495975	24.5828900	993.2072	64.696620	45	1.2826420	122
28/08/2015	1004A	2015	8	5	17.954550	0.4132201	24.5819900	991.6290	63.725560	45	1.7925720	122
2/09/2015	1004A	2015	9	3	9.272727	0.1362987	23.1645700	996.8737	72.125060	45	1.4145790	117
3/09/2015	1004A	2015	9	4	15.523810	0.4356288	24.2035600	997.6961	69.342290	45	1.3281810	117
6/09/2015	1004A	2015	9	0	17.750000	0.4485997	20.9576000	996.7520	71.663880	45	1.1682070	117
7/09/2015	1004A	2015	9	1	24.913040	0.5236231	21.2659100	997.0418	71.960220	45	1.3131970	117
11/09/2015	1004A	2015	9	5	10.727270	0.3847427	16.0411500	999.7111	76.875930	45	1.7648430	117
12/09/2015	1004A	2015	9	6	8.476190	0.2159944	18.2121700	1000.6240	50.285740	45	2.8287550	117
13/09/2015	1004A	2015	9	0	16.869570	0.2459701	19.7141200	999.9305	58.654320	45	1.4746090	117
15/09/2015	1004A	2015	9	2	95.238100	1.8005740	18.8038600	1003.0580	71.214560	45	1.1540600	117
16/09/2015	1004A	2015	9	3	127.095200	1.5541260	19.3003100	1001.7060	75.711930	45	1.2638030	117
17/09/2015	1004A	2015	9	4	140.826100	2.0310580	20.6748300	1000.6340	77.360120	45	1.2211340	117
18/09/2015	1004A	2015	9	5	80.333330	0.3663264	21.9804000	1000.1360	71.342950	45	1.2956690	117
19/09/2015	1004A	2015	9	6	17.916670	0.2467817	20.6153300	1000.5580	60.576250	45	1.2816360	117
20/09/2015	1004A	2015	9	0	60.857140	1.9582210	20.4107300	996.7876	72.452170	45	1.4454650	117
21/09/2015	1004A	2015	9	1	81.958330	1.5880500	21.0035000	995.0107	66.452340	45	1.4154930	117
22/09/2015	1004A	2015	9	2	129.333300	3.0118630	20.4387100	993.2546	77.432770	45	1.9310090	117
24/09/2015	1004A	2015	9	4	100.904800	3.2642980	19.7746500	992.9939	81.256800	45	1.4584640	117
25/09/2015	1004A	2015	9	5	20.095240	0.1323076	18.1184800	994.7976	66.248830	45	1.6562140	117
26/09/2015	1004A	2015	9	6	31.541670	0.3629813	17.4867500	996.9949	63.315990	45	1.3891100	117
27/09/2015	1004A	2015	9	0	48.304350	0.4430429	19.8340100	997.7857	61.605550	45	1.2280460	117
1/10/2015	1004A	2015	10	4	13.550000	0.1238377	15.5569600	996.1317	53.032940	45	3.4432160	111
2/10/2015	1004A	2015	10	5	27.000000	0.2594552	16.7373000	994.8581	55.616220	45	1.9479950	111
3/10/2015	1004A	2015	10	6	26.173910	0.1708022	17.3628700	1002.9790	58.291130	45	1.5976980	111
5/10/2015	1004A	2015	10	1	203.666700	2.7714010	17.1293100	1001.9980	78.013880	45	1.2428100	111
7/10/2015	1004A	2015	10	3	239.772700	3.0118630	19.4024400	997.9025	74.607510	45	1.6409860	111
8/10/2015	1004A	2015	10	4	8.347826	0.1388265	14.8634000	1002.7350	29.194040	45	3.1754640	111
9/10/2015	1004A	2015	10	5	18.434780	0.1412875	13.1135700	994.9265	36.965020	45	3.4911270	111
11/10/2015	1004A	2015	10	0	8.083333	0.2444309	14.5162400	1000.8800	40.118550	45	2.8112330	111
12/10/2015	1004A	2015	10	1	11.904760	0.1417556	14.6126800	1004.4650	46.718810	45	1.4375090	111
13/10/2015	1004A	2015	10	2	29.944440	0.2039104	15.2935200	1003.5790	53.075430	45	1.0058600	111
15/10/2015	1004A	2015	10	4	107.833300	0.4994859	15.5188700	1000.5280	70.791890	45	1.1090490	111
16/10/2015	1004A	2015	10	5	208.958300	2.1647590	15.5797700	1001.1900	73.832300	45	1.1426180	111
17/10/2015	1004A	2015	10	6	287.590900	2.3114310	15.5791500	1000.5580	75.491960	45	1.0200450	111
19/10/2015	1004A	2015	10	1	50.833330	0.6262023	12.7428200	1000.1440	70.428670	45	1.2101660	111
23/10/2015	1004A	2015	10	5	46.863640	0.3807516	11.7465200	1001.7740	82.050710	45	1.3709680	111
27/10/2015	1004A	2015	10	2	15.136360	0.2362891	8.9352560	999.7253	46.671210	45	2.0535730	111
28/10/2015	1004A	2015	10	3	8.695652	0.1752116	8.3319430	1005.7270	40.732370	45	2.1950110	111
29/10/2015	1004A	2015	10	4	9.136364	0.1263210	6.6852720	1009.9260	36.881150	45	2.6394440	111
30/10/2015	1004A	2015	10	5	21.478260	0.1871848	5.6666640	1013.9280	50.580650	45	1.4446580	111
31/10/2015	1004A	2015	10	6	40.916670	0.2191133	6.5222340	1014.1490	57.841190	45	1.1031850	111
1/11/2015	1004A	2015	11	0	78.000000	0.1881826	7.5866890	1007.1520	61.155600	45	1.3260970	67
2/11/2015	1004A	2015	11	1	81.545450	0.2410642	8.3407880	1004.5920	61.552020	45	1.1170470	67
3/11/2015	1004A	2015	11	2	141.260900	1.1679900	9.0991770	1005.5880	66.735310	45	1.3595870	67
4/11/2015	1004A	2015	11	3	190.428600	3.0118630	10.0382400	1005.9880	71.201190	45	1.0236410	67
26/11/2015	1004A	2015	11	4	33.052630	0.8107892	-8.1328710	1014.6100	46.787460	45	3.1589380	67
29/11/2015	1004A	2015	11	0	257.476200	0.9873939	-0.7203160	1009.1950	77.087750	45	1.1585130	67
2/12/2015	1004A	2015	12	3	13.941180	0.1452786	0.2193922	1003.3800	45.783530	45	4.1665430	99
3/12/2015	1004A	2015	12	4	10.521740	0.3687784	-1.2418390	1006.4900	35.225610	45	4.6372410	99
4/12/2015	1004A	2015	12	5	35.000000	0.1283165	-0.8168106	1009.5540	44.501870	45	2.4754210	99
5/12/2015	1004A	2015	12	6	56.652170	0.1203344	-0.2615095	1011.7700	57.165310	45	1.6161340	99
6/12/2015	1004A	2015	12	0	148.217400	1.8744090	-0.5984395	1012.3440	69.695490	45	1.0972380	99
7/12/2015	1004A	2015	12	1	165.954500	3.0118630	0.5802413	1014.8800	76.111520	45	1.0675410	99
10/12/2015	1004A	2015	12	4	113.500000	0.1402897	2.2502840	1008.3890	64.406780	45	2.1866730	99
11/12/2015	1004A	2015	12	5	36.400000	0.2440575	-0.6400458	1011.5580	57.346660	45	1.0854750	99
12/12/2015	1004A	2015	12	6	153.409100	1.0692110	-0.5524015	1008.7320	70.245210	45	1.0124660	99
13/12/2015	1004A	2015	12	0	188.111100	0.9424944	-0.5925980	1009.3820	74.944190	45	1.0789760	99
14/12/2015	1004A	2015	12	1	141.923100	0.2201111	0.6853810	1006.1220	80.940880	45	1.6703260	99
15/12/2015	1004A	2015	12	2	7.416667	0.1402897	-0.4235434	1008.6340	40.019700	45	4.0234970	99
16/12/2015	1004A	2015	12	3	6.000000	0.1123523	-2.5656240	1013.8400	33.374450	45	4.1846490	99
17/12/2015	1004A	2015	12	4	56.095240	0.2620173	-3.6733320	1015.1530	45.506060	45	1.8379650	99
18/12/2015	1004A	2015	12	5	64.583330	0.1602451	-1.8106350	1016.1000	52.085000	45	1.6893270	99
22/12/2015	1004A	2015	12	2	337.958300	2.7404710	-2.8722000	1010.2570	84.181520	45	1.2606090	99
23/12/2015	1004A	2015	12	3	275.500000	0.7968204	-1.5021470	1009.2190	77.997140	45	1.1376540	99
24/12/2015	1004A	2015	12	4	185.869600	1.1520250	-1.3662080	1009.8360	69.910960	45	1.3886070	99
25/12/2015	1004A	2015	12	5	450.000000	2.4002320	-3.5892430	1001.9340	83.132630	45	1.5578020	99
28/12/2015	1004A	2015	12	1	106.208300	0.2759861	-4.5444150	1017.4680	62.800100	45	1.2104970	99
30/12/2015	1004A	2015	12	3	80.666670	0.1163433	-0.6663435	1012.9810	55.751540	45	2.5806960	99
31/12/2015	1004A	2015	12	4	56.636360	0.4964926	-3.2190470	1015.0230	61.646100	45	0.8811144	99
1/01/2016	1004A	2016	1	5	176.791700	0.7778629	-3.0659990	1006.5200	69.376510	45	0.7497357	82
2/01/2016	1004A	2016	1	6	274.125000	0.9424944	-1.6340220	1002.8940	70.867090	45	1.0829430	82
3/01/2016	1004A	2016	1	0	228.375000	1.1350630	-1.9738760	1005.0970	76.598360	45	1.4750040	82
5/01/2016	1004A	2016	1	2	37.041670	0.1702228	-5.0884150	1012.6630	34.540430	45	2.0827500	82
6/01/2016	1004A	2016	1	3	34.666670	0.1382942	-4.6681900	1013.2380	43.503340	45	2.5504010	82
7/01/2016	1004A	2016	1	4	11.666670	0.1382942	-4.9697600	1014.2380	36.592680	45	3.2056010	82
8/01/2016	1004A	2016	1	5	34.333330	0.1133500	-4.9271950	1010.4020	38.454530	45	2.3410430	82
9/01/2016	1004A	2016	1	6	88.083330	0.2540352	-4.7571070	1007.6640	48.084490	45	1.3003560	82
11/01/2016	1004A	2016	1	1	11.416670	0.1502674	-6.9026500	1018.3230	34.567470	45	3.2389680	82
12/01/2016	1004A	2016	1	2	12.541670	0.1372964	-7.6908910	1014.9070	33.018140	45	2.7726900	82
13/01/2016	1004A	2016	1	3	39.260870	0.1233277	-6.0160650	1006.9820	32.671890	45	1.9950920	82
14/01/2016	1004A	2016	1	4	85.958330	0.4096868	-4.2333650	1003.2160	37.600820	45	1.6445960	82
15/01/2016	1004A	2016	1	5	122.521700	0.2400664	-4.0277160	1000.4570	44.680580	45	1.2124910	82
17/01/2016	1004A	2016	1	0	34.791670	0.2550329	-7.4015130	1008.7320	51.908350	45	2.7535370	82
19/01/2016	1004A	2016	1	2	64.791670	0.4186667	-9.4633920	1013.1440	40.372460	45	1.5324710	82
20/01/2016	1004A	2016	1	3	129.041700	0.8097914	-7.1217160	1016.4350	48.933190	45	1.6094070	82
24/01/2016	1004A	2016	1	0	10.750000	0.1991580	-11.9087200	1022.0980	28.902700	45	4.4513680	82
25/01/2016	1004A	2016	1	1	37.208330	0.2151223	-6.5337200	1013.2450	30.345400	45	2.3622800	82
26/01/2016	1004A	2016	1	2	32.833330	0.1722183	-5.4531260	1010.4230	30.923650	45	2.7318540	82
27/01/2016	1004A	2016	1	3	103.083300	0.7898361	-5.9939520	1010.0140	40.496660	45	1.1807170	82
28/01/2016	1004A	2016	1	4	136.333300	0.7160013	-3.8015210	1012.0010	41.437080	45	1.6327460	82
29/01/2016	1004A	2016	1	5	52.708330	1.3725320	-6.2282520	1017.0840	44.933940	45	1.6990900	82
31/01/2016	1004A	2016	1	0	23.954550	0.1153456	-6.4400810	1019.7140	34.586460	45	2.9590030	82
1/02/2016	1004A	2016	2	1	11.833330	0.1921736	-4.7359010	1018.2890	36.828880	45	2.1766330	73
2/02/2016	1004A	2016	2	2	30.166670	0.2191133	-4.3660460	1013.6430	36.924420	45	1.4940280	73
3/02/2016	1004A	2016	2	3	36.000000	0.3717717	-3.6833610	1010.6100	38.295500	45	1.2987820	73
6/02/2016	1004A	2016	2	6	37.000000	0.2171178	-1.9572500	1012.0760	32.432370	45	2.3738130	73
7/02/2016	1004A	2016	2	0	44.958330	0.2909526	-1.4288810	1003.1620	34.543710	45	2.1436410	73
8/02/2016	1004A	2016	2	1	246.958300	0.1642362	2.0053080	997.9370	29.823930	45	2.5210030	73
9/02/2016	1004A	2016	2	2	43.416670	0.3438342	1.4151890	1004.1050	39.202360	45	1.5578780	73
10/02/2016	1004A	2016	2	3	90.333330	0.9734252	1.0360740	1000.6870	42.520270	45	1.4185020	73
14/02/2016	1004A	2016	2	0	7.833333	0.1193366	-5.3691150	1014.1610	30.700300	45	4.6145490	73
15/02/2016	1004A	2016	2	1	6.125000	0.1811982	-2.6272080	1009.0180	35.691220	45	3.6747340	73
16/02/2016	1004A	2016	2	2	7.458333	0.1203344	1.1227830	1005.5740	38.130910	45	3.1417650	73
17/02/2016	1004A	2016	2	3	46.250000	0.3897315	1.7013950	1005.1180	44.409160	45	1.8917990	73
18/02/2016	1004A	2016	2	4	14.500000	0.1353009	3.1417980	1003.1360	30.212880	45	2.9530260	73
19/02/2016	1004A	2016	2	5	11.625000	0.2859637	1.4422630	1010.7590	32.376060	45	3.1145800	73
20/02/2016	1004A	2016	2	6	11.782610	0.2031491	-1.7425760	1012.9360	27.087690	45	2.6223520	73
22/02/2016	1004A	2016	2	1	67.291670	0.4934993	0.1372244	1009.8740	48.317630	45	2.6314010	73
23/02/2016	1004A	2016	2	2	11.666670	0.1742138	-1.6088340	1020.3060	26.574340	45	3.1654710	73
24/02/2016	1004A	2016	2	3	27.913040	0.3847427	-1.8057790	1017.4700	33.257210	45	2.0254710	73
26/02/2016	1004A	2016	2	5	32.083330	0.4126801	0.7444480	1008.6290	34.831840	45	2.2549230	73
27/02/2016	1004A	2016	2	6	19.083330	0.7718763	1.9106960	1007.1810	43.819360	45	2.0735760	73
29/02/2016	1004A	2016	2	1	31.956520	0.3697762	-1.4756050	1015.7350	30.853710	45	1.9377150	73
1/03/2016	1004A	2016	3	2	114.666700	0.5184434	2.0654620	1006.6270	42.365660	45	1.5064010	70
2/03/2016	1004A	2016	3	3	173.916700	0.4386221	7.5638040	999.3917	42.648800	45	1.5350120	70
5/03/2016	1004A	2016	3	6	66.625000	0.6661129	7.2576070	1002.8260	25.977840	45	3.1864260	70
7/03/2016	1004A	2016	3	1	34.782610	0.1831937	5.0012620	1004.2270	30.640200	45	3.2242170	70
8/03/2016	1004A	2016	3	2	10.043480	0.2560307	0.6932155	1012.9860	15.775990	45	3.6650350	70
9/03/2016	1004A	2016	3	3	9.041667	0.2949436	-0.2358524	1015.6730	20.233430	45	3.6265020	70
10/03/2016	1004A	2016	3	4	9.956522	0.1802004	1.0455280	1013.4040	20.264720	45	2.8689820	70
11/03/2016	1004A	2016	3	5	19.291670	0.2360754	1.1584450	1007.0550	27.800050	45	1.8181950	70
13/03/2016	1004A	2016	3	0	27.545450	0.1652339	4.9777170	1006.9640	29.879950	45	2.7464370	70
14/03/2016	1004A	2016	3	1	75.142860	0.3508186	6.2797970	1005.5670	34.230540	45	2.0790680	70
16/03/2016	1004A	2016	3	3	231.478300	1.4553470	8.4724030	999.1980	56.938190	45	1.6388120	70
17/03/2016	1004A	2016	3	4	257.695700	2.0689730	10.2875200	995.1759	56.701340	45	1.2947740	70
18/03/2016	1004A	2016	3	5	177.608700	0.8067981	12.1993300	995.1121	46.394650	45	1.8392370	70
20/03/2016	1004A	2016	3	0	58.500000	0.4216600	9.8512690	1008.5820	41.360340	45	1.1501880	70
21/03/2016	1004A	2016	3	1	124.833300	1.0462620	10.9358400	1005.4140	40.572410	45	1.6405180	70
23/03/2016	1004A	2016	3	3	18.608700	0.2739905	8.5819920	1013.9700	27.517540	45	3.4542400	70
24/03/2016	1004A	2016	3	4	10.291670	0.2480486	7.4500940	1014.7690	24.044800	45	2.0697890	70
25/03/2016	1004A	2016	3	5	18.791670	0.2460530	7.7200470	1011.3460	28.205650	45	2.0850610	70
26/03/2016	1004A	2016	3	6	12.782610	0.2500441	10.4604500	1007.6770	24.692410	45	2.4387140	70
27/03/2016	1004A	2016	3	0	14.250000	0.2111312	12.7910500	1002.1590	20.770130	45	1.9902450	70
29/03/2016	1004A	2016	3	2	17.695650	0.4326355	15.1068700	999.2889	24.084490	45	2.5771830	70
30/03/2016	1004A	2016	3	3	29.250000	0.2470508	14.2172300	999.5979	27.137030	45	2.3287950	70
1/04/2016	1004A	2016	4	5	38.041670	0.2430597	16.8476100	991.4864	39.942620	45	3.3519390	95
3/04/2016	1004A	2016	4	0	15.458330	0.1712205	13.3645700	1004.6180	17.938180	45	1.9189570	95
4/04/2016	1004A	2016	4	1	74.916670	1.0562400	13.4214700	995.8973	39.360200	45	2.0172680	95
5/04/2016	1004A	2016	4	2	122.173900	1.4633290	14.6235100	995.2821	47.540530	45	2.5124850	95
7/04/2016	1004A	2016	4	4	96.916670	0.2171178	16.6597000	994.4973	40.084730	45	2.3153700	95
8/04/2016	1004A	2016	4	5	27.750000	0.1582496	16.5812700	997.6109	13.077710	45	3.4692880	95
9/04/2016	1004A	2016	4	6	76.083330	0.6252045	15.6357000	993.0201	31.719200	45	2.6410780	95
10/04/2016	1004A	2016	4	0	59.916670	0.4905060	12.2665500	1000.1650	25.857310	45	2.3728100	95
11/04/2016	1004A	2016	4	1	39.291670	0.9744229	9.7344420	1001.0120	36.581330	45	2.5994090	95
12/04/2016	1004A	2016	4	2	71.416670	0.7279745	11.0885100	990.8990	66.189100	45	1.5195690	95
13/04/2016	1004A	2016	4	3	130.708300	0.7748696	15.7104800	987.8518	55.827080	45	2.1908990	95
14/04/2016	1004A	2016	4	4	29.541670	0.3790448	16.6625800	997.5073	25.175200	45	3.0488900	95
17/04/2016	1004A	2016	4	0	20.785710	0.2400664	13.8357300	994.3933	23.706100	45	3.4441560	95
18/04/2016	1004A	2016	4	1	28.800000	0.2300888	13.6445600	996.3183	29.848950	45	2.3849580	95
20/04/2016	1004A	2016	4	3	77.909090	0.5324159	16.6197500	995.9253	45.310190	45	2.0582980	95
21/04/2016	1004A	2016	4	4	143.214300	0.4742873	19.4489800	987.2898	37.104580	45	2.6393100	95
22/04/2016	1004A	2016	4	5	27.533330	0.3541044	19.2038500	992.4629	12.579270	45	3.0827100	95
24/04/2016	1004A	2016	4	0	66.666670	0.8972126	16.4969700	994.1584	40.022180	45	1.9803790	95
25/04/2016	1004A	2016	4	1	64.750000	0.9416473	20.6591700	995.0311	48.732710	45	2.6797060	95
26/04/2016	1004A	2016	4	2	62.238100	1.2817350	17.2189800	998.8483	45.794610	45	2.3755030	95
28/04/2016	1004A	2016	4	4	72.250000	0.7056437	18.2277400	997.5686	52.762430	45	2.1974230	95
29/04/2016	1004A	2016	4	5	101.958300	1.5132170	19.0045500	991.1214	53.137200	45	2.2364190	95
30/04/2016	1004A	2016	4	6	131.272700	1.0352870	22.0221400	986.1558	56.773290	45	2.2649470	95
3/05/2016	1004A	2016	5	2	17.833330	0.2381361	17.3715700	985.4161	42.196950	45	3.3792250	107
5/05/2016	1004A	2016	5	4	46.000000	1.1136440	19.1851700	988.7932	42.206980	45	2.5092690	107
6/05/2016	1004A	2016	5	5	65.166670	0.2141245	18.4826700	994.8608	23.177170	45	4.0669190	107
7/05/2016	1004A	2016	5	6	19.708330	0.1817462	19.3004400	1000.6010	22.872990	45	2.0439280	107
8/05/2016	1004A	2016	5	0	52.375000	0.6769906	19.1652600	996.1602	41.063210	45	2.3586340	107
10/05/2016	1004A	2016	5	2	33.041670	0.4381044	19.2829500	992.9267	55.728300	45	1.6430180	107
15/05/2016	1004A	2016	5	0	31.619050	0.3388454	16.2354100	996.7506	53.418370	45	2.2203740	107
16/05/2016	1004A	2016	5	1	20.904760	0.1827462	20.8687000	992.0724	33.943470	45	2.6465770	107
17/05/2016	1004A	2016	5	2	55.608700	0.6420932	22.9709700	992.3984	41.887640	45	2.3436100	107
19/05/2016	1004A	2016	5	4	74.043480	0.7818539	22.3825100	997.3248	47.907550	45	2.0398210	107
21/05/2016	1004A	2016	5	6	69.500000	0.8046660	21.8765300	1001.7410	44.650030	45	2.3600320	107
22/05/2016	1004A	2016	5	0	41.600000	0.7998137	22.2049500	1000.9250	39.526780	45	1.5895930	107
24/05/2016	1004A	2016	5	2	22.000000	0.2480486	19.7616500	987.1984	50.797290	45	2.8012990	107
26/05/2016	1004A	2016	5	4	29.333330	0.3369626	22.3122100	992.9794	36.090760	45	2.5273640	107
28/05/2016	1004A	2016	5	6	42.791670	0.4845194	22.6422300	989.6297	46.387640	45	2.0808900	107
29/05/2016	1004A	2016	5	0	41.791670	0.4601790	23.5846400	990.3312	35.459250	45	2.6787150	107
30/05/2016	1004A	2016	5	1	85.625000	0.8087936	25.2800400	986.7610	47.415030	45	1.9617820	107
2/06/2016	1004A	2016	6	4	48.041670	0.6431436	24.1699100	993.1433	37.073300	45	1.6319080	116
5/06/2016	1004A	2016	6	0	71.208330	2.1487950	23.6364900	993.1276	53.673600	45	1.8983140	116
6/06/2016	1004A	2016	6	1	95.916670	2.1837170	23.3750900	992.9195	61.676140	45	1.6957070	116
7/06/2016	1004A	2016	6	2	62.458330	0.7279745	21.4990300	994.6003	72.927820	45	2.0418720	116
8/06/2016	1004A	2016	6	3	137.125000	0.8806044	23.3338300	991.8851	69.325150	45	1.6848320	116
9/06/2016	1004A	2016	6	4	100.200000	0.8643134	26.3359100	989.0361	54.975920	45	2.6745640	116
10/06/2016	1004A	2016	6	5	55.750000	1.5461430	24.5117900	986.9234	65.367610	45	2.2206430	116
15/06/2016	1004A	2016	6	3	21.125000	0.3110522	23.1488600	985.8674	58.305440	45	2.0239070	116
16/06/2016	1004A	2016	6	4	30.347830	0.7412853	25.9778900	982.5348	50.231170	45	1.7320170	116
18/06/2016	1004A	2016	6	6	48.375000	0.6257760	25.2183400	988.1578	57.643660	45	1.8293670	116
19/06/2016	1004A	2016	6	0	66.782610	0.4086891	27.0578500	988.8539	51.078380	45	1.9790030	116
20/06/2016	1004A	2016	6	1	88.238100	1.5511320	27.2746500	986.1459	61.569290	45	1.9375830	116
21/06/2016	1004A	2016	6	2	105.333300	1.6369400	27.3705500	985.4058	68.263990	45	1.8546710	116
22/06/2016	1004A	2016	6	3	52.375000	1.2784610	26.5539300	985.8137	68.341910	45	1.8274110	116
24/06/2016	1004A	2016	6	5	17.500000	0.1911759	25.8638600	989.5405	39.603780	45	2.2378190	116
25/06/2016	1004A	2016	6	6	16.312500	0.5043134	28.0248000	990.9188	32.631870	45	2.1663980	116
30/06/2016	1004A	2016	6	4	77.083330	0.7399197	24.6736900	987.1471	74.176050	45	1.5956820	116
2/07/2016	1004A	2016	7	6	51.041670	0.6526828	25.8399500	988.7100	60.726090	45	1.4783170	123
5/07/2016	1004A	2016	7	2	93.208330	1.6156720	26.2250800	993.9412	65.378510	45	1.8037940	123
6/07/2016	1004A	2016	7	3	64.208330	1.2208710	27.0908200	995.3513	58.893160	45	1.5343580	123
8/07/2016	1004A	2016	7	5	86.541670	3.5626310	27.4612300	991.9750	71.004040	45	1.8658610	123
9/07/2016	1004A	2016	7	6	77.291670	1.5065600	29.0659800	988.7518	69.505190	45	1.7332940	123
10/07/2016	1004A	2016	7	0	80.916670	0.8934067	29.8212100	986.5056	64.634510	45	1.9589130	123
11/07/2016	1004A	2016	7	1	84.291670	1.7257410	30.0838200	983.7897	61.916270	45	2.2562930	123
13/07/2016	1004A	2016	7	3	21.250000	0.4654925	28.0694000	988.0201	61.784070	45	1.3989540	123
26/07/2016	1004A	2016	7	2	21.166670	0.4017047	27.1672600	987.7575	69.030390	45	1.7027990	123
29/07/2016	1004A	2016	7	5	129.650000	2.8063230	28.4817900	988.0442	80.784240	45	1.4637050	123
1/08/2016	1004A	2016	8	1	76.458330	1.2826170	27.5398100	992.5197	80.425570	45	1.5036220	124
2/08/2016	1004A	2016	8	2	89.363640	0.4027025	27.7999200	993.1946	74.678270	45	1.2793540	124
8/08/2016	1004A	2016	8	1	34.583330	0.3099101	26.2631500	993.4549	70.136210	45	1.6498290	124
9/08/2016	1004A	2016	8	2	42.777780	0.6471585	26.1061400	992.0910	73.726500	45	1.5480390	124
11/08/2016	1004A	2016	8	4	76.666670	3.3570910	29.7372500	990.2466	78.655010	45	1.9030810	124
16/08/2016	1004A	2016	8	2	24.791670	0.4978656	24.5282700	989.3497	75.068020	45	1.4129430	124
19/08/2016	1004A	2016	8	5	20.458330	0.3766231	25.5814900	989.3117	77.409310	45	1.9685440	124
21/08/2016	1004A	2016	8	0	59.500000	1.1200970	27.0989800	993.1248	75.326700	45	1.2791570	124
22/08/2016	1004A	2016	8	1	43.608700	0.9115636	26.9733100	995.1106	71.944010	45	1.4354460	124
25/08/2016	1004A	2016	8	4	21.954550	0.2137574	25.0524000	994.2616	55.798450	45	2.8978940	124
26/08/2016	1004A	2016	8	5	11.045450	0.3399048	21.5233500	1000.0780	53.849130	45	1.3335200	124
27/08/2016	1004A	2016	8	6	19.208330	0.0980951	22.1356500	996.7148	56.739170	45	1.7791210	124
28/08/2016	1004A	2016	8	0	9.217391	0.2708432	22.9062900	995.9071	50.861910	45	1.5295930	124
29/08/2016	1004A	2016	8	1	16.791670	0.2560307	23.0589600	995.5971	56.253180	45	1.4702080	124
30/08/2016	1004A	2016	8	2	33.041670	0.3882667	24.1187100	990.1948	61.530940	45	1.5723010	124
31/08/2016	1004A	2016	8	3	21.541670	0.2892555	24.7236400	981.3981	46.907500	45	2.2799860	124
3/09/2016	1004A	2016	9	6	19.833330	0.3954384	23.6763200	990.9104	66.926290	45	1.2163520	122
5/09/2016	1004A	2016	9	1	28.500000	0.2250999	23.0892300	994.1522	69.338700	45	1.5897200	122
7/09/2016	1004A	2016	9	3	39.750000	0.8059272	22.7234300	990.3047	66.188920	45	1.9139880	122
8/09/2016	1004A	2016	9	4	21.523810	0.1996399	21.7656900	990.5868	68.728800	45	1.1221720	122
9/09/2016	1004A	2016	9	5	20.666670	0.3713040	22.6548700	992.2913	59.961120	45	1.4527640	122
10/09/2016	1004A	2016	9	6	16.458330	0.2976511	22.3341400	993.7524	61.091470	45	1.4511800	122
14/09/2016	1004A	2016	9	3	99.217390	0.9213675	22.7854800	999.9782	76.711420	45	1.4631270	122
15/09/2016	1004A	2016	9	4	82.291670	0.7449365	23.4074500	998.1211	73.937130	45	1.1290840	122
19/09/2016	1004A	2016	9	1	10.826090	0.1268731	17.7401900	1005.0290	63.362060	45	1.5848260	122
20/09/2016	1004A	2016	9	2	18.086960	0.3153843	17.7342900	1003.7350	64.432000	45	1.2438570	122
23/09/2016	1004A	2016	9	5	123.166700	2.0919220	20.2060100	995.3093	81.787800	45	1.0338010	122
24/09/2016	1004A	2016	9	6	124.708300	2.0709690	21.1963400	993.7611	80.382620	45	1.3534450	122
28/09/2016	1004A	2016	9	3	15.375000	0.1864272	13.8614700	1009.1270	48.426490	45	1.5689990	122
29/09/2016	1004A	2016	9	4	54.391300	0.7684906	13.7376000	1002.7700	63.688210	45	1.2721180	122
30/09/2016	1004A	2016	9	5	94.291670	1.0841770	16.7312600	998.7012	66.737980	45	1.2582650	122
1/10/2016	1004A	2016	10	6	150.750000	1.7367170	17.8231500	998.0588	69.495170	45	1.3715620	109
2/10/2016	1004A	2016	10	0	178.333300	2.7983410	18.7115300	996.2522	75.210140	45	1.1526760	109
3/10/2016	1004A	2016	10	1	109.333300	0.8287490	20.8917900	994.2605	76.727710	45	1.4256080	109
5/10/2016	1004A	2016	10	3	55.652170	0.5124568	15.4925300	1001.5690	79.902510	45	1.4365560	109
8/10/2016	1004A	2016	10	6	11.333330	0.2366175	11.1866900	1004.9520	50.433760	45	2.9086680	109
10/10/2016	1004A	2016	10	1	85.208330	0.8157780	10.9187800	1001.1470	76.654470	45	1.1676720	109
11/10/2016	1004A	2016	10	2	122.125000	1.2398290	12.6706300	1004.5050	75.792320	45	1.6669720	109
13/10/2016	1004A	2016	10	4	150.041700	1.3924870	14.4698400	1002.7990	84.955520	45	0.8388060	109
14/10/2016	1004A	2016	10	5	207.818200	2.9549900	15.8483300	1003.8860	78.753210	45	1.2962650	109
17/10/2016	1004A	2016	10	1	65.791670	0.2360754	14.5767000	1003.7120	68.981790	45	1.3834540	109
19/10/2016	1004A	2016	10	3	210.625000	3.0996670	16.0844400	999.7945	88.031720	45	1.0479400	109
23/10/2016	1004A	2016	10	0	27.875000	0.4515930	9.3243650	1006.1680	61.760210	45	0.7778798	109
26/10/2016	1004A	2016	10	3	36.210530	0.4615707	11.3892900	1006.3760	63.877830	45	1.7542630	109
28/10/2016	1004A	2016	10	5	10.608700	0.1802004	7.9955950	1012.5090	53.637180	45	2.3090680	109
29/10/2016	1004A	2016	10	6	20.857140	0.3273843	4.9252130	1013.8670	59.370970	45	1.7118320	109
31/10/2016	1004A	2016	10	1	7.714286	0.1283165	1.4299520	1019.7630	26.642210	45	3.8102620	109
1/11/2016	1004A	2016	11	2	40.458330	0.7209901	0.1673283	1016.8390	58.551930	45	1.0604380	97
2/11/2016	1004A	2016	11	3	112.083300	0.6631196	3.8256290	1009.0220	61.606130	45	1.3530650	97
3/11/2016	1004A	2016	11	4	196.083300	0.7828517	5.2580850	1001.4800	76.166930	45	1.3138510	97
4/11/2016	1004A	2016	11	5	231.333300	1.0901640	5.9873220	992.6097	85.391400	45	0.9899350	97
5/11/2016	1004A	2016	11	6	191.666700	1.1111170	8.2904050	997.2024	78.354910	45	1.7732750	97
8/11/2016	1004A	2016	11	2	34.875000	0.2889570	4.0108640	1016.6960	55.643080	45	1.3721310	97
10/11/2016	1004A	2016	11	4	151.642900	2.7434640	5.3241820	998.2772	73.295700	45	1.5756290	97
12/11/2016	1004A	2016	11	6	70.666670	0.7429410	5.8737930	1002.6490	67.345670	45	1.5487030	97
14/11/2016	1004A	2016	11	1	46.125000	0.1203344	7.7766040	1004.7400	39.745440	45	3.0434090	97
15/11/2016	1004A	2016	11	2	53.818180	0.5463809	3.2614300	1008.6310	49.333800	45	1.5551070	97
16/11/2016	1004A	2016	11	3	99.950000	0.9305212	4.0146530	1003.8120	71.300540	45	0.9961692	97
22/11/2016	1004A	2016	11	2	8.130435	0.1981602	-5.3091180	1021.3330	37.402500	45	3.3762440	97
23/11/2016	1004A	2016	11	3	26.166670	0.3009302	-3.9864930	1017.9550	47.829150	45	2.2546400	97
24/11/2016	1004A	2016	11	4	70.416670	0.5393965	-3.2464170	1012.1350	57.170720	45	1.1030360	97
26/11/2016	1004A	2016	11	6	277.125000	2.5538880	0.5390604	1003.5550	67.596490	45	1.1578760	97
27/11/2016	1004A	2016	11	0	52.333330	0.1682272	1.4528570	1009.9450	43.073950	45	2.6500040	97
28/11/2016	1004A	2016	11	1	65.208330	0.3657851	-0.7362920	1014.9530	55.498970	45	1.2484680	97
30/11/2016	1004A	2016	11	3	94.083330	0.8207668	3.0078240	1007.6070	66.136580	45	1.8031480	97
1/12/2016	1004A	2016	12	4	27.125000	0.1851893	2.0958370	1014.5250	46.058640	45	1.6487260	85
2/12/2016	1004A	2016	12	5	114.041700	0.1871848	0.6591262	1012.5290	58.728000	45	1.3018570	85
5/12/2016	1004A	2016	12	1	55.117650	0.1293143	1.2367340	1010.0540	47.947520	45	2.3185660	85
6/12/2016	1004A	2016	12	2	85.142860	0.3657851	-0.9859636	1005.8640	54.375270	45	1.1415400	85
7/12/2016	1004A	2016	12	3	141.863600	0.5354055	1.4762600	1006.2350	59.709690	45	1.6040590	85
8/12/2016	1004A	2016	12	4	98.125000	0.1482719	2.2999270	1001.0710	52.228140	45	3.1941240	85
10/12/2016	1004A	2016	12	6	46.500000	0.2460530	-3.0545310	1011.9410	57.953330	45	0.9564749	85
12/12/2016	1004A	2016	12	1	217.578900	1.8424800	1.6329180	1006.7970	66.661620	45	1.6452570	85
14/12/2016	1004A	2016	12	3	27.041670	0.1542585	-3.3134960	1015.8640	37.725520	45	2.0134860	85
15/12/2016	1004A	2016	12	4	27.625000	0.1552563	-2.2554700	1015.2040	43.980950	45	2.5732630	85
16/12/2016	1004A	2016	12	5	156.500000	0.6750929	-1.6903470	1009.5460	53.586630	45	1.4893420	85
18/12/2016	1004A	2016	12	0	243.958300	0.9075726	-1.8843080	1006.7190	73.779380	45	0.8001878	85
19/12/2016	1004A	2016	12	1	238.869600	0.7439388	-1.8872540	1007.8280	77.834300	45	0.9014116	85
22/12/2016	1004A	2016	12	4	101.235300	0.1991580	0.6871843	1006.4520	52.736080	45	3.0036330	85
23/12/2016	1004A	2016	12	5	30.739130	0.1273188	-2.6400950	1012.4420	44.933040	45	1.9556130	85
24/12/2016	1004A	2016	12	6	110.250000	1.8933660	-3.0872710	1012.6560	62.014940	45	1.2708380	85
27/12/2016	1004A	2016	12	2	39.708330	0.1572518	-4.0442100	1016.8050	51.853170	45	1.7855690	85
29/12/2016	1004A	2016	12	4	70.454550	0.2460530	-5.3075250	1017.7610	46.600430	45	1.8735370	85
31/12/2016	1004A	2016	12	6	341.782600	1.0901640	-4.8444710	1009.7110	76.117960	45	0.8436413	85
2/01/2015	1005A	2015	1	5	53.260870	0.1941692	-2.6160770	1019.3450	30.777210	35	1.6986810	69
3/01/2015	1005A	2015	1	6	178.541700	0.8856217	-3.7595000	1007.8040	44.486350	35	0.8697258	69
4/01/2015	1005A	2015	1	0	243.333300	0.3039235	-1.1672890	1006.7140	43.269050	35	1.3390350	69
6/01/2015	1005A	2015	1	2	34.909090	0.2131267	-2.0479260	1017.9800	20.205970	35	2.6415410	69
8/01/2015	1005A	2015	1	4	147.952400	0.6631196	-3.3186690	1020.0120	54.758800	35	1.1113210	69
9/01/2015	1005A	2015	1	5	108.521700	0.1602451	-1.4139430	1019.1140	37.799330	35	2.1313070	69
10/01/2015	1005A	2015	1	6	204.583300	0.3508186	0.3478929	1013.1220	36.826080	35	1.8523610	69
11/01/2015	1005A	2015	1	0	33.782610	0.2470508	0.7105299	1022.3310	36.597130	35	2.0015690	69
12/01/2015	1005A	2015	1	1	99.900000	0.9774163	-3.1765850	1026.4550	58.062410	35	1.2349340	69
13/01/2015	1005A	2015	1	2	186.916700	2.0330540	-3.2736460	1021.9750	64.530120	35	1.0925990	69
16/01/2015	1005A	2015	1	5	130.136400	0.2560307	-2.0454390	1019.1670	49.533360	35	3.7894920	69
17/01/2015	1005A	2015	1	6	60.043480	0.7359566	-3.9318870	1022.1750	39.474330	35	1.8923650	69
19/01/2015	1005A	2015	1	1	50.000000	0.3548096	-0.8091538	1015.3410	38.323380	35	1.5882700	69
20/01/2015	1005A	2015	1	2	89.750000	0.7110125	-2.2397140	1012.4570	59.011280	35	1.6325980	69
21/01/2015	1005A	2015	1	3	16.272730	0.2061424	-0.3837244	1017.9530	39.739160	35	2.6796870	69
22/01/2015	1005A	2015	1	4	122.166700	0.7169991	-2.8336200	1014.9210	50.310010	35	1.3654260	69
25/01/2015	1005A	2015	1	0	122.875000	2.2545580	-1.0830490	1015.1610	82.329250	35	1.2250910	69
27/01/2015	1005A	2015	1	2	18.304350	0.1622406	-5.4880880	1026.5620	28.925170	35	2.9120050	69
28/01/2015	1005A	2015	1	3	42.652170	0.4815261	-3.8438030	1024.0620	32.793720	35	1.4382170	69
29/01/2015	1005A	2015	1	4	62.545450	0.4765372	-2.0812230	1019.7060	41.779120	35	2.4218610	69
30/01/2015	1005A	2015	1	5	10.818180	0.2221066	-3.9280430	1025.7710	27.588270	35	2.6422290	69
31/01/2015	1005A	2015	1	6	33.250000	0.2031491	-4.6372300	1028.3010	28.332840	35	1.4858250	69
3/02/2015	1005A	2015	2	2	113.565200	1.1041330	0.2915978	1021.9080	50.242500	35	2.0172920	70
4/02/2015	1005A	2015	2	3	10.000000	0.3957181	0.0479320	1022.1920	28.502930	35	4.2971910	70
5/02/2015	1005A	2015	2	4	25.695650	0.1991580	0.6879806	1022.3070	32.715540	35	2.5997000	70
8/02/2015	1005A	2015	2	0	25.250000	0.1592473	-5.1484430	1025.9420	18.901220	35	2.2680170	70
9/02/2015	1005A	2015	2	1	127.583300	0.3907293	-2.8097750	1018.5140	27.575080	35	1.5516680	70
11/02/2015	1005A	2015	2	3	63.869570	0.3498208	2.3891910	1007.0290	29.853900	35	2.4821310	70
13/02/2015	1005A	2015	2	5	127.190500	0.7140058	-0.0358453	1007.5300	47.890330	35	1.5683380	70
14/02/2015	1005A	2015	2	6	286.043500	0.9634475	2.2479700	1002.6300	45.754090	35	1.3721900	70
16/02/2015	1005A	2015	2	1	120.958300	0.4086891	3.4687570	1008.7050	47.041410	35	2.1853640	70
17/02/2015	1005A	2015	2	2	22.666670	0.2490463	3.5048630	1013.9610	37.125910	35	2.3957990	70
18/02/2015	1005A	2015	2	3	48.500000	0.2061424	1.9892710	1020.6600	43.345620	35	1.5855690	70
22/02/2015	1005A	2015	2	0	42.304350	0.3548096	-2.2631590	1013.3550	28.705570	35	3.8711250	70
23/02/2015	1005A	2015	2	1	54.318180	0.4116824	-1.3131800	1010.9670	40.657720	35	1.4566230	70
24/02/2015	1005A	2015	2	2	172.590900	1.3126660	-0.0619966	1005.1730	61.235010	35	1.2240120	70
25/02/2015	1005A	2015	2	3	76.086960	0.2929481	2.0075710	1009.1050	37.157850	35	3.2255710	70
26/02/2015	1005A	2015	2	4	15.833330	0.2709972	-0.2634202	1015.8290	31.017980	35	2.1711400	70
1/03/2015	1005A	2015	3	0	43.750000	0.2989347	3.6881660	1011.0680	37.249930	35	2.6161740	66
2/03/2015	1005A	2015	3	1	74.695650	0.3667829	4.6117540	1002.5510	36.261450	35	2.1785680	66
3/03/2015	1005A	2015	3	2	7.782609	0.1802004	1.2339870	1013.4930	15.281960	35	4.8232400	66
4/03/2015	1005A	2015	3	3	21.590910	0.2690017	-1.0197610	1018.3110	20.429150	35	1.6922850	66
5/03/2015	1005A	2015	3	4	111.166700	0.7549142	0.5834075	1016.1080	27.937400	35	2.0810340	66
6/03/2015	1005A	2015	3	5	200.125000	1.2917130	2.6541100	1009.3700	40.375580	35	1.8371730	66
9/03/2015	1005A	2015	3	1	7.791667	0.2231044	-0.4580757	1025.4120	14.627310	35	3.4669810	66
10/03/2015	1005A	2015	3	2	26.913040	0.2909526	0.6303853	1020.8730	20.250780	35	2.1351720	66
11/03/2015	1005A	2015	3	3	52.500000	0.2919503	3.6725260	1013.5870	21.427980	35	2.0584040	66
12/03/2015	1005A	2015	3	4	72.928570	0.4206623	4.6850880	1006.9880	27.479010	35	1.7377380	66
13/03/2015	1005A	2015	3	5	68.750000	0.2560307	4.6682440	1011.7870	32.212790	35	1.9960410	66
14/03/2015	1005A	2015	3	6	95.958330	1.1639990	4.8173790	1010.7410	43.714440	35	1.8533550	66
15/03/2015	1005A	2015	3	0	119.087000	0.5643407	8.6083920	1007.3140	29.087870	35	2.1283850	66
17/03/2015	1005A	2015	3	2	222.958300	1.0183250	10.3675100	1009.2080	47.115790	35	2.1775840	66
20/03/2015	1005A	2015	3	5	51.291670	0.7459343	12.2457900	1008.1540	21.624170	35	1.8828950	66
21/03/2015	1005A	2015	3	6	21.782610	0.2520396	13.6373700	1008.6790	11.207480	35	3.1080260	66
22/03/2015	1005A	2015	3	0	22.666670	0.3188900	9.0195850	1017.5900	17.201070	35	2.9227000	66
23/03/2015	1005A	2015	3	1	38.666670	0.2520396	8.5610570	1019.2980	24.451440	35	1.6822580	66
24/03/2015	1005A	2015	3	2	82.652170	0.3937226	8.9032640	1021.0820	30.436090	35	2.3942740	66
25/03/2015	1005A	2015	3	3	124.875000	1.1021370	10.3024000	1020.4790	43.102950	35	1.8889360	66
26/03/2015	1005A	2015	3	4	120.142900	0.8626730	12.9735000	1019.0100	37.973130	35	2.3232280	66
27/03/2015	1005A	2015	3	5	134.000000	1.2777440	13.3722000	1011.2750	39.212220	35	2.2427450	66
28/03/2015	1005A	2015	3	6	64.428570	1.3515790	16.6858400	1003.8850	36.690630	35	3.0831700	66
2/04/2015	1005A	2015	4	4	40.333330	0.2889570	7.4396110	993.6816	77.537420	35	2.0848560	100
3/04/2015	1005A	2015	4	5	30.291670	0.4206623	11.1363000	1001.8940	55.527120	35	2.4486070	100
4/04/2015	1005A	2015	4	6	67.041670	1.5890470	11.2879000	1002.7600	58.118230	35	1.5732760	100
5/04/2015	1005A	2015	4	0	61.791670	0.6760906	12.1908600	1008.0730	37.432170	35	3.8743060	100
6/04/2015	1005A	2015	4	1	21.291670	0.6511464	6.7477030	1019.9800	25.202240	35	3.4583060	100
7/04/2015	1005A	2015	4	2	28.166670	0.2799771	7.2888590	1021.2720	30.438720	35	2.0402670	100
8/04/2015	1005A	2015	4	3	105.636400	1.0881680	8.1183600	1014.6440	46.607640	35	2.2078980	100
10/04/2015	1005A	2015	4	5	173.857100	1.0452640	13.0999400	1009.6260	54.095140	35	1.8387620	100
13/04/2015	1005A	2015	4	1	28.950000	0.7808563	10.6281600	1015.3800	45.465640	35	2.6978510	100
14/04/2015	1005A	2015	4	2	65.631580	0.4465970	15.4424400	999.3698	41.992100	35	1.8318940	100
16/04/2015	1005A	2015	4	4	25.466670	0.3997518	15.6860500	1001.8650	13.110970	35	4.2692090	100
17/04/2015	1005A	2015	4	5	84.428570	0.3498208	16.4030100	999.3937	30.197400	35	2.0383760	100
20/04/2015	1005A	2015	4	1	76.818180	0.2440575	14.7232300	1005.2520	43.119460	35	1.8629340	100
22/04/2015	1005A	2015	4	3	53.190480	0.3926436	17.5618200	1007.5940	34.584180	35	2.2263850	100
23/04/2015	1005A	2015	4	4	53.363640	0.4351865	20.1884500	1005.2710	34.238180	35	2.3914520	100
24/04/2015	1005A	2015	4	5	45.809520	0.3027332	18.2291000	1011.1800	31.251440	35	1.9233430	100
25/04/2015	1005A	2015	4	6	74.611110	0.5519663	21.4691100	1005.3800	34.170480	35	1.9561480	100
26/04/2015	1005A	2015	4	0	103.681800	0.6751045	23.4176000	1000.5830	41.743470	35	2.4763810	100
29/04/2015	1005A	2015	4	3	120.571400	1.4669640	20.5808000	1003.4310	65.263430	35	1.8606120	100
30/04/2015	1005A	2015	4	4	113.136400	1.2304920	22.6137400	1001.3280	61.874880	35	2.2197060	100
2/05/2015	1005A	2015	5	6	43.434780	0.8397244	18.3055800	1000.7260	72.340790	35	1.7032530	113
3/05/2015	1005A	2015	5	0	45.272730	0.2540352	18.5733600	1004.0660	33.911130	35	3.2825700	113
4/05/2015	1005A	2015	5	1	21.708330	0.4150484	17.7106500	1005.4960	21.175360	35	2.9600600	113
5/05/2015	1005A	2015	5	2	41.045450	0.4934993	19.2222500	996.0030	36.234930	35	1.8947720	113
8/05/2015	1005A	2015	5	5	64.538460	0.7005298	17.8525500	1000.0230	50.218030	35	2.0018460	113
11/05/2015	1005A	2015	5	1	30.739130	0.5114591	12.6283300	998.2136	65.224610	35	2.2299640	113
15/05/2015	1005A	2015	5	5	29.818180	0.2560307	20.4212200	1004.6990	34.078100	35	2.3298700	113
16/05/2015	1005A	2015	5	6	53.090910	0.4730111	20.7612800	1000.4650	39.873470	35	2.0687350	113
18/05/2015	1005A	2015	5	1	70.727270	0.1851893	22.2404400	992.0878	40.392030	35	3.1171330	113
19/05/2015	1005A	2015	5	2	13.588240	0.2211455	21.1972400	998.3087	20.073870	35	3.6022190	113
20/05/2015	1005A	2015	5	3	19.909090	0.2680039	22.3286800	1005.6450	29.136730	35	2.7115380	113
22/05/2015	1005A	2015	5	5	49.466670	0.6904719	21.9566700	1000.0370	43.033340	35	1.7623280	113
23/05/2015	1005A	2015	5	6	95.434780	0.8080298	23.7508100	998.7534	47.941730	35	1.7466190	113
24/05/2015	1005A	2015	5	0	114.260900	0.9941026	25.0553500	997.3118	46.909700	35	1.8930440	113
25/05/2015	1005A	2015	5	1	94.173910	1.0013380	26.3615700	996.3654	44.304620	35	2.1293370	113
26/05/2015	1005A	2015	5	2	80.111110	1.0396570	27.4133000	996.4615	43.563390	35	2.4676470	113
27/05/2015	1005A	2015	5	3	94.150000	1.5353560	25.6479200	995.5115	49.864850	35	1.9179480	113
29/05/2015	1005A	2015	5	5	67.347830	0.6521442	24.2100400	996.2444	56.912500	35	1.6881740	113
30/05/2015	1005A	2015	5	6	68.909090	0.8923321	23.6830000	997.8536	49.334440	35	1.9992710	113
31/05/2015	1005A	2015	5	0	57.380950	0.7988245	26.3856400	991.8349	48.208800	35	2.2698190	113
2/06/2015	1005A	2015	6	2	36.565220	0.2151223	26.5058900	998.8299	30.183010	35	3.2492390	122
3/06/2015	1005A	2015	6	3	35.217390	0.3528141	24.6415600	1003.5170	34.032020	35	1.5922170	122
5/06/2015	1005A	2015	6	5	57.500000	0.2201111	22.8371900	989.1972	62.132250	35	1.6852820	122
6/06/2015	1005A	2015	6	6	30.300000	0.7698807	23.5572000	992.4054	55.954090	35	2.3867800	122
8/06/2015	1005A	2015	6	1	18.400000	0.2755485	22.0443000	995.5149	52.916490	35	1.6300280	122
14/06/2015	1005A	2015	6	0	23.434780	0.1961647	24.7461000	998.8721	56.362480	35	1.7155070	122
15/06/2015	1005A	2015	6	1	96.500000	1.1824830	25.6190700	997.4699	56.340010	35	1.7537210	122
16/06/2015	1005A	2015	6	2	120.375000	1.9174380	25.9661700	994.5967	56.146180	35	1.6718090	122
20/06/2015	1005A	2015	6	6	26.937500	0.3448302	24.1366000	1002.1090	54.318650	35	1.4796970	122
22/06/2015	1005A	2015	6	1	93.000000	1.3715340	25.6437000	996.2982	54.145060	35	1.7668890	122
30/06/2015	1005A	2015	6	2	19.809520	0.1263210	22.0024200	993.7865	63.980910	35	2.0896260	122
1/07/2015	1005A	2015	7	3	26.470590	0.2749883	24.3981200	988.5350	55.028660	35	1.7371600	126
3/07/2015	1005A	2015	7	5	27.800000	0.5520484	25.1256600	998.4739	41.707530	35	2.2440800	126
5/07/2015	1005A	2015	7	0	65.375000	1.2983000	23.3186200	1000.3680	62.045010	35	1.8077850	126
6/07/2015	1005A	2015	7	1	67.666670	2.2146470	25.0197900	1000.8730	58.703210	35	1.8139430	126
7/07/2015	1005A	2015	7	2	70.083330	1.1605950	26.5345500	999.5877	56.138450	35	1.7194000	126
8/07/2015	1005A	2015	7	3	123.478300	2.2705220	27.2735600	1000.6860	58.807200	35	1.8831990	126
9/07/2015	1005A	2015	7	4	62.208330	1.4015470	27.7526000	1002.8850	51.778970	35	1.9725820	126
10/07/2015	1005A	2015	7	5	40.500000	1.7690560	27.7788600	1001.1400	54.183550	35	2.0020950	126
11/07/2015	1005A	2015	7	6	97.625000	2.8472320	28.6513600	997.9189	58.054530	35	1.3608510	126
12/07/2015	1005A	2015	7	0	95.666670	0.6744104	30.0744200	991.0094	54.943380	35	1.2802900	126
13/07/2015	1005A	2015	7	1	27.947370	0.4126801	31.4572400	988.6768	46.136420	35	1.5192980	126
23/07/2015	1005A	2015	7	4	34.761900	0.1492696	25.9167700	994.5384	75.154980	35	1.0508390	126
24/07/2015	1005A	2015	7	5	46.111110	0.7209901	26.2199300	992.3117	70.632830	35	1.4653380	126
25/07/2015	1005A	2015	7	6	89.250000	1.2354200	27.0692100	991.5820	71.320610	35	1.3446730	126
26/07/2015	1005A	2015	7	0	115.875000	1.0552420	29.1823300	993.8281	66.284070	35	1.2008240	126
27/07/2015	1005A	2015	7	1	57.217390	2.5150090	28.2417700	994.8676	75.299290	35	1.9040760	126
2/08/2015	1005A	2015	8	0	65.125000	1.0023600	26.0983900	993.3341	84.903270	35	1.0389220	122
4/08/2015	1005A	2015	8	2	16.894740	0.1243255	25.1266100	992.2978	65.294080	35	1.6857930	122
6/08/2015	1005A	2015	8	4	47.434780	2.5310360	25.3661700	997.1911	74.240870	35	1.2339810	122
7/08/2015	1005A	2015	8	5	86.250000	3.4478870	25.5269600	1002.5150	80.795950	35	1.4146790	122
9/08/2015	1005A	2015	8	0	54.083330	0.4515930	27.0489100	1001.3920	73.841920	35	1.1301280	122
10/08/2015	1005A	2015	8	1	40.750000	0.1303121	28.2739100	1000.3510	64.071520	35	1.2595090	122
11/08/2015	1005A	2015	8	2	92.086960	0.9065748	28.1873800	999.4152	66.746670	35	1.2700410	122
12/08/2015	1005A	2015	8	3	81.347830	0.7568096	28.4405600	997.3320	66.762670	35	1.8162820	122
13/08/2015	1005A	2015	8	4	114.565200	2.0488660	28.7588300	994.8180	65.402500	35	1.7367060	122
15/08/2015	1005A	2015	8	6	19.136360	0.1223299	26.6013500	995.9575	55.811170	35	1.4262070	122
16/08/2015	1005A	2015	8	0	35.833330	0.4184645	27.3058900	996.3557	57.945780	35	1.3934320	122
18/08/2015	1005A	2015	8	2	39.086960	0.9265301	25.1554800	1000.7630	70.646200	35	1.6138850	122
19/08/2015	1005A	2015	8	3	49.583330	0.8208115	24.0239300	1001.6970	74.111340	35	1.7869950	122
20/08/2015	1005A	2015	8	4	28.000000	0.1742138	24.9524400	998.9328	67.094870	35	1.5912380	122
21/08/2015	1005A	2015	8	5	13.111110	0.2681716	25.8964700	996.6303	53.464880	35	1.2769970	122
22/08/2015	1005A	2015	8	6	14.727270	0.1372964	25.8680000	996.1291	59.233500	35	1.6527280	122
24/08/2015	1005A	2015	8	1	10.166670	0.6361799	23.5780800	1001.8470	71.198890	35	1.2887370	122
25/08/2015	1005A	2015	8	2	12.181820	0.6281978	24.3383200	1001.0280	67.259910	35	1.2237640	122
26/08/2015	1005A	2015	8	3	7.571429	0.1891803	24.8707000	1000.2250	65.799990	35	1.2872470	122
28/08/2015	1005A	2015	8	5	12.090910	0.1752116	25.0081400	998.6293	63.022040	35	1.7753800	122
29/08/2015	1005A	2015	8	6	20.545450	0.9345123	24.3717900	999.6322	64.482320	35	1.7706520	122
2/09/2015	1005A	2015	9	3	5.521739	0.1522629	23.5862300	1003.9460	71.475950	35	1.3397520	117
3/09/2015	1005A	2015	9	4	13.142860	0.3438342	24.5815800	1004.7590	68.493650	35	1.2944830	117
6/09/2015	1005A	2015	9	0	12.375000	0.3458297	21.4366700	1003.7700	71.237860	35	1.0949170	117
7/09/2015	1005A	2015	9	1	22.173910	0.2510419	21.6982700	1004.0650	71.765570	35	1.2615600	117
12/09/2015	1005A	2015	9	6	6.500000	0.1263210	18.6529800	1007.7200	49.763030	35	2.7039050	117
13/09/2015	1005A	2015	9	0	16.043480	0.1562540	20.1024200	1007.0420	58.356330	35	1.4161340	117
15/09/2015	1005A	2015	9	2	107.142900	1.3366120	19.1934600	1010.1860	70.331800	35	1.1837950	117
16/09/2015	1005A	2015	9	3	141.312500	1.7213810	19.6596600	1008.8490	75.022750	35	1.2525970	117
17/09/2015	1005A	2015	9	4	155.782600	1.7955850	21.0127000	1007.7930	77.129620	35	1.2035950	117
18/09/2015	1005A	2015	9	5	91.083330	0.2699995	22.3018000	1007.2930	70.700290	35	1.2756980	117
19/09/2015	1005A	2015	9	6	19.750000	0.1133657	20.8711200	1007.7000	59.796900	35	1.2101640	117
20/09/2015	1005A	2015	9	0	62.571430	1.6399340	20.7110900	1003.8510	71.953410	35	1.3877050	117
21/09/2015	1005A	2015	9	1	90.625000	1.3056820	21.3838200	1002.0910	66.443770	35	1.3579440	117
24/09/2015	1005A	2015	9	4	110.478300	2.7753920	19.9532400	1000.1290	81.078190	35	1.4640270	117
25/09/2015	1005A	2015	9	5	23.904760	0.1273188	18.3858300	1001.8860	65.563530	35	1.6191440	117
26/09/2015	1005A	2015	9	6	32.166670	0.3411343	17.7428600	1004.1020	62.773730	35	1.3563850	117
27/09/2015	1005A	2015	9	0	53.391300	0.4281958	20.0972800	1004.9530	61.383410	35	1.1532320	117
1/10/2015	1005A	2015	10	4	14.736840	0.1124496	15.8646000	1003.3300	52.320830	35	3.3647450	116
2/10/2015	1005A	2015	10	5	25.681820	0.1382942	16.9765400	1001.9940	55.875970	35	1.8606990	116
3/10/2015	1005A	2015	10	6	25.500000	0.1489552	17.6321300	1010.1360	57.821860	35	1.5562580	116
4/10/2015	1005A	2015	10	0	114.318200	0.9985858	17.0307900	1012.8680	73.564670	35	1.0240270	116
5/10/2015	1005A	2015	10	1	226.458300	2.4122050	17.3400700	1009.1370	78.028870	35	1.1816370	116
7/10/2015	1005A	2015	10	3	254.727300	3.0118630	19.6122900	1005.0910	74.462390	35	1.5845570	116
8/10/2015	1005A	2015	10	4	6.000000	0.1336026	15.1770200	1009.9090	28.678230	35	3.0871710	116
10/10/2015	1005A	2015	10	6	4.833333	0.2789794	11.1998400	1007.1630	35.583320	35	3.6497170	116
11/10/2015	1005A	2015	10	0	8.000000	0.1472741	14.8740100	1008.1030	40.748580	35	2.7090440	116
12/10/2015	1005A	2015	10	1	13.650000	0.1295205	14.9607000	1011.6820	46.640210	35	1.3973880	116
13/10/2015	1005A	2015	10	2	33.333330	0.1770280	15.5519500	1010.8230	53.001760	35	0.9512456	116
15/10/2015	1005A	2015	10	4	124.708300	0.5033582	15.7760500	1007.7020	70.491610	35	1.0505030	116
16/10/2015	1005A	2015	10	5	238.750000	1.6429270	15.8647800	1008.3900	73.931160	35	1.0678680	116
17/10/2015	1005A	2015	10	6	335.727300	2.3004550	15.8645000	1007.7620	75.779620	35	0.9361716	116
18/10/2015	1005A	2015	10	0	73.913040	0.6930527	15.3997700	1014.3780	51.549180	35	2.3090640	116
19/10/2015	1005A	2015	10	1	60.125000	0.5344077	13.0763000	1007.2680	69.722070	35	1.1541800	116
23/10/2015	1005A	2015	10	5	55.045450	0.3928992	12.1568200	1009.0910	81.064380	35	1.2978960	116
24/10/2015	1005A	2015	10	6	60.636360	0.5034769	12.3994100	1014.7340	73.169830	35	1.4632890	116
27/10/2015	1005A	2015	10	2	14.500000	0.2115466	9.1550810	1007.0070	46.074400	35	1.9797470	116
28/10/2015	1005A	2015	10	3	7.869565	0.1223299	8.4930800	1013.0320	40.556340	35	2.1535160	116
29/10/2015	1005A	2015	10	4	7.000000	0.1512652	6.8918970	1017.2380	35.880060	35	2.6183900	116
30/10/2015	1005A	2015	10	5	20.956520	0.1632384	5.9419540	1021.2830	50.221300	35	1.3441730	116
31/10/2015	1005A	2015	10	6	46.666670	0.1666380	6.8080600	1021.5760	57.018000	35	1.0411040	116
1/11/2015	1005A	2015	11	0	77.812500	0.1482719	7.8420510	1014.5520	59.963340	35	1.2822670	74
2/11/2015	1005A	2015	11	1	92.454550	0.2240131	8.6323380	1011.9450	60.685770	35	1.0547770	74
3/11/2015	1005A	2015	11	2	171.478300	0.9055770	9.3474820	1012.9310	66.439650	35	1.2832360	74
4/11/2015	1005A	2015	11	3	203.238100	3.2054300	10.1649000	1013.3380	71.528120	35	0.9078848	74
8/11/2015	1005A	2015	11	0	54.333330	3.0118630	3.6088360	1015.5190	82.675880	35	1.0983480	74
26/11/2015	1005A	2015	11	4	28.421050	0.7549142	-7.8386170	1022.1590	46.301340	35	3.0354700	74
29/11/2015	1005A	2015	11	0	239.190500	0.7678852	-0.5353558	1016.6110	77.326900	35	1.1220480	74
30/11/2015	1005A	2015	11	1	428.095200	3.0118630	-2.4095970	1015.0510	83.735350	35	0.8760615	74
2/12/2015	1005A	2015	12	3	9.352941	0.2360754	0.5004676	1010.7230	45.569910	35	4.0860310	73
3/12/2015	1005A	2015	12	4	9.652174	0.3318610	-0.9543570	1013.9400	35.268840	35	4.5886310	73
4/12/2015	1005A	2015	12	5	25.086960	0.1323076	-0.5374953	1017.0490	44.627060	35	2.4108860	73
5/12/2015	1005A	2015	12	6	46.636360	0.1263210	-0.0406706	1019.3230	57.131440	35	1.5706550	73
6/12/2015	1005A	2015	12	0	158.869600	1.7207530	-0.4857055	1019.8850	69.848400	35	1.0227120	73
7/12/2015	1005A	2015	12	1	184.772700	3.0118630	0.6382607	1022.4040	76.482550	35	1.0117260	73
9/12/2015	1005A	2015	12	3	278.381000	3.0118630	1.8186780	1015.4410	88.755170	35	0.9835866	73
10/12/2015	1005A	2015	12	4	123.650000	0.1303121	2.4486480	1015.8780	64.253910	35	2.1231110	73
11/12/2015	1005A	2015	12	5	36.350000	0.2410642	-0.4112282	1019.0230	57.058140	35	1.0103800	73
13/12/2015	1005A	2015	12	0	196.666700	0.8955994	-0.3850796	1016.9600	74.771290	35	1.0450960	73
14/12/2015	1005A	2015	12	1	78.846150	0.1911759	0.9225170	1013.7050	80.278990	35	1.6009060	73
15/12/2015	1005A	2015	12	2	5.958333	0.1333054	-0.1040574	1016.2240	39.330510	35	3.8989420	73
16/12/2015	1005A	2015	12	3	7.173913	0.1283165	-2.2170680	1021.5480	32.908360	35	4.0943650	73
17/12/2015	1005A	2015	12	4	50.782610	0.2280932	-3.3791500	1022.8690	45.441650	35	1.7204310	73
18/12/2015	1005A	2015	12	5	72.500000	0.1662317	-1.5844190	1023.8490	52.616760	35	1.6466670	73
22/12/2015	1005A	2015	12	2	331.791700	3.0118630	-2.8969410	1017.8360	83.979330	35	1.1675950	73
23/12/2015	1005A	2015	12	3	256.416700	0.6581308	-1.5403630	1016.7930	77.294560	35	1.0822900	73
25/12/2015	1005A	2015	12	5	450.000000	2.2425850	-3.3200860	1009.4680	82.679800	35	1.4165190	73
28/12/2015	1005A	2015	12	1	105.416700	0.3268722	-4.4126930	1025.0940	62.821000	35	1.1307520	73
30/12/2015	1005A	2015	12	3	111.833300	0.1402897	-0.4637996	1020.5900	56.082910	35	2.5476120	73
31/12/2015	1005A	2015	12	4	59.833330	0.3538119	-3.1428160	1022.6040	62.461980	35	0.7744687	73
1/01/2016	1005A	2016	1	5	199.916700	0.8686596	-3.0069720	1014.0390	69.808760	35	0.6544928	84
2/01/2016	1005A	2016	1	6	299.541700	0.8985927	-1.5261590	1010.3650	70.815260	35	1.0176690	84
3/01/2016	1005A	2016	1	0	229.250000	1.3256370	-1.9812410	1012.5140	76.286150	35	1.4066680	84
5/01/2016	1005A	2016	1	2	30.916670	0.1702228	-5.0831830	1020.0970	34.854380	35	2.0414330	84
6/01/2016	1005A	2016	1	3	24.208330	0.1622406	-4.5614840	1020.8190	43.429800	35	2.5204050	84
7/01/2016	1005A	2016	1	4	10.291670	0.1293143	-4.7576670	1021.8100	36.509660	35	3.1711220	84
8/01/2016	1005A	2016	1	5	33.458330	0.1283165	-4.6813350	1018.0010	37.999420	35	2.3153700	84
9/01/2016	1005A	2016	1	6	78.083330	0.2849660	-4.7173790	1015.2130	48.127070	35	1.2554720	84
11/01/2016	1005A	2016	1	1	10.041670	0.1502674	-6.7123680	1025.9130	34.323030	35	3.2312760	84
12/01/2016	1005A	2016	1	2	13.272730	0.1382942	-7.4343700	1022.5510	32.699000	35	2.7827070	84
13/01/2016	1005A	2016	1	3	18.782610	0.1582496	-5.7086190	1014.6420	32.174360	35	2.0022250	84
14/01/2016	1005A	2016	1	4	65.333330	0.2759861	-3.9895000	1010.8180	38.074970	35	1.5928290	84
15/01/2016	1005A	2016	1	5	123.708300	0.3348543	-3.8160070	1008.0310	45.217180	35	1.1770300	84
17/01/2016	1005A	2016	1	0	37.666670	0.3578029	-7.3263330	1016.2850	51.784990	35	2.6681870	84
19/01/2016	1005A	2016	1	2	56.791670	0.4585774	-9.2499430	1020.7450	40.449210	35	1.4785860	84
20/01/2016	1005A	2016	1	3	139.791700	1.1081240	-6.9849830	1024.0850	49.093380	35	1.5551360	84
25/01/2016	1005A	2016	1	1	18.375000	0.2021513	-6.1747690	1021.1560	30.203350	35	2.4413940	84
26/01/2016	1005A	2016	1	2	29.250000	0.2011535	-5.3100130	1018.1730	31.499340	35	2.7346790	84
27/01/2016	1005A	2016	1	3	102.666700	0.5932760	-5.9989230	1017.6520	40.997690	35	1.0882840	84
28/01/2016	1005A	2016	1	4	150.500000	0.6890616	-3.9512410	1019.6230	41.698360	35	1.5498630	84
29/01/2016	1005A	2016	1	5	54.708330	1.5062330	-6.2016780	1024.6590	44.366310	35	1.5888640	84
31/01/2016	1005A	2016	1	0	14.958330	0.1522629	-6.2451590	1027.3970	33.446880	35	2.9419700	84
1/02/2016	1005A	2016	2	1	11.750000	0.1552563	-4.4420190	1026.0530	36.546490	35	2.1465480	71
2/02/2016	1005A	2016	2	2	25.291670	0.2420620	-4.1287320	1021.3860	37.070680	35	1.5076010	71
3/02/2016	1005A	2016	2	3	34.166670	0.2680039	-3.5617500	1018.3110	38.613150	35	1.3000780	71
6/02/2016	1005A	2016	2	6	27.791670	0.2171178	-1.6010070	1019.7570	32.233730	35	2.2941810	71
7/02/2016	1005A	2016	2	0	44.333330	0.2630151	-1.1144080	1010.7560	35.110250	35	2.0760530	71
8/02/2016	1005A	2016	2	1	187.166700	0.1482719	2.0987310	1005.4350	30.930550	35	2.4323870	71
9/02/2016	1005A	2016	2	2	43.208330	0.4495975	1.5330780	1011.4950	40.186660	35	1.5077840	71
10/02/2016	1005A	2016	2	3	106.541700	0.9734252	1.2534490	1008.0330	42.528890	35	1.2946390	71
12/02/2016	1005A	2016	2	5	152.583300	2.9529950	4.0784780	1006.4860	82.323250	35	1.1254740	71
14/02/2016	1005A	2016	2	0	7.583333	0.1343031	-5.1226490	1021.8630	30.200480	35	4.5704970	71
15/02/2016	1005A	2016	2	1	7.208333	0.1911759	-2.3218480	1016.7150	34.928960	35	3.6527900	71
16/02/2016	1005A	2016	2	2	7.000000	0.1592473	1.3980720	1013.2460	37.932330	35	3.2048180	71
17/02/2016	1005A	2016	2	3	42.666670	0.3268722	1.9655080	1012.6580	44.035830	35	1.8112970	71
18/02/2016	1005A	2016	2	4	15.666670	0.1991580	3.3425350	1010.6820	30.252390	35	2.9149710	71
19/02/2016	1005A	2016	2	5	14.333330	0.2490463	1.5894730	1018.3500	32.413090	35	3.0013130	71
20/02/2016	1005A	2016	2	6	12.434780	0.2430597	-1.4943080	1020.4370	27.093880	35	2.4921740	71
22/02/2016	1005A	2016	2	1	66.000000	0.4046980	0.2957164	1017.4740	47.833420	35	2.5681700	71
23/02/2016	1005A	2016	2	2	11.958330	0.1542585	-1.4428070	1027.9080	26.422490	35	3.0444350	71
24/02/2016	1005A	2016	2	3	25.416670	0.3288677	-1.6073940	1025.0260	33.310240	35	1.9781030	71
26/02/2016	1005A	2016	2	5	32.625000	0.3647873	0.9189192	1016.1240	35.244760	35	2.1605850	71
28/02/2016	1005A	2016	2	0	29.478260	0.3268722	0.1383801	1019.8700	45.956640	35	3.0521890	71
29/02/2016	1005A	2016	2	1	31.217390	0.3667829	-1.1333820	1023.1110	30.410620	35	1.8583890	71
1/03/2016	1005A	2016	3	2	115.458300	0.5094635	2.3379130	1013.9850	42.191350	35	1.4425480	71
2/03/2016	1005A	2016	3	3	175.625000	0.4056958	7.6918710	1006.6930	42.830030	35	1.3963950	71
5/03/2016	1005A	2016	3	6	58.791670	0.6431643	7.6001030	1010.1290	25.097740	35	3.1849430	71
7/03/2016	1005A	2016	3	1	34.521740	0.2410642	5.0731200	1011.5340	30.854470	35	3.1673130	71
8/03/2016	1005A	2016	3	2	9.130435	0.2440575	0.8970706	1020.2960	15.585260	35	3.6217460	71
9/03/2016	1005A	2016	3	3	7.541667	0.3119057	0.0029269	1023.1920	19.970580	35	3.6075090	71
10/03/2016	1005A	2016	3	4	9.900000	0.2131267	1.3772920	1020.9990	20.031920	35	2.8724000	71
11/03/2016	1005A	2016	3	5	20.333330	0.2101334	1.3946820	1014.5800	27.197780	35	1.7735700	71
13/03/2016	1005A	2016	3	0	23.454550	0.2300888	5.2220120	1014.3680	29.886480	35	2.5849490	71
14/03/2016	1005A	2016	3	1	78.523810	0.3787561	6.5188950	1012.9580	34.160230	35	1.9179750	71
16/03/2016	1005A	2016	3	3	244.695700	1.5331720	8.6532040	1006.5010	56.673450	35	1.5906080	71
17/03/2016	1005A	2016	3	4	262.652200	2.1288390	10.4621100	1002.4180	56.734440	35	1.2144840	71
18/03/2016	1005A	2016	3	5	190.347800	0.7808562	12.2501500	1002.4190	46.460950	35	1.8026470	71
20/03/2016	1005A	2016	3	0	62.227270	0.4076913	10.2148500	1015.7660	40.834980	35	1.0921290	71
21/03/2016	1005A	2016	3	1	129.916700	0.9155547	11.2373600	1012.6670	40.306940	35	1.5796930	71
23/03/2016	1005A	2016	3	3	24.047620	0.2460530	8.9795290	1021.3670	26.577640	35	3.3978720	71
24/03/2016	1005A	2016	3	4	11.958330	0.2360754	7.8291630	1022.2050	23.630350	35	1.9754140	71
25/03/2016	1005A	2016	3	5	21.333330	0.2670062	8.1285830	1018.7900	28.015800	35	2.0227950	71
26/03/2016	1005A	2016	3	6	12.208330	0.2370731	10.9351900	1015.0950	24.396700	35	2.4181380	71
27/03/2016	1005A	2016	3	0	15.208330	0.2270955	13.1712700	1009.5350	20.659980	35	1.9639960	71
29/03/2016	1005A	2016	3	2	18.416670	0.4356288	15.3326800	1006.5520	23.859170	35	2.5023300	71
30/03/2016	1005A	2016	3	3	26.916670	0.2640129	14.4946700	1006.8520	26.426250	35	2.2296630	71
1/04/2016	1005A	2016	4	5	37.166670	0.2380709	16.9945600	998.7282	40.173370	35	3.2473710	106
3/04/2016	1005A	2016	4	0	15.208330	0.1786380	13.6013200	1011.7380	17.617190	35	1.8384190	106
4/04/2016	1005A	2016	4	1	72.958330	0.4865149	13.6276000	1003.0520	38.077290	35	1.9303070	106
5/04/2016	1005A	2016	4	2	134.478300	1.2258600	14.8012700	1002.4810	46.869390	35	2.4064310	106
7/04/2016	1005A	2016	4	4	95.458330	0.2630151	16.8264900	1001.7140	39.511610	35	2.3168100	106
8/04/2016	1005A	2016	4	5	21.750000	0.1961647	16.7204200	1004.7080	13.442800	35	3.3633210	106
9/04/2016	1005A	2016	4	6	85.125000	0.6120765	15.9606700	1000.1570	31.156070	35	2.5470430	106
10/04/2016	1005A	2016	4	0	47.541670	0.4905060	12.7019600	1007.2460	25.882360	35	2.2599770	106
11/04/2016	1005A	2016	4	1	37.375000	0.9434922	10.1743900	1008.1170	35.543170	35	2.5664920	106
13/04/2016	1005A	2016	4	3	140.250000	0.8975949	16.0218200	994.9625	55.366880	35	2.1738210	106
14/04/2016	1005A	2016	4	4	29.916670	0.3248358	17.0361800	1004.6230	24.945440	35	2.9817800	106
17/04/2016	1005A	2016	4	0	9.928571	0.1821960	14.2452700	1001.5450	23.372370	35	3.3957980	106
18/04/2016	1005A	2016	4	1	15.150000	0.1811982	13.9684700	1003.4750	30.009830	35	2.2752290	106
20/04/2016	1005A	2016	4	3	59.090910	0.4706137	16.9613800	1003.0450	44.814550	35	1.9306530	106
21/04/2016	1005A	2016	4	4	122.608700	0.4979347	19.6966700	994.4464	36.701480	35	2.5384130	106
22/04/2016	1005A	2016	4	5	40.608700	0.1881826	19.4705200	999.5933	11.749900	35	3.1390460	106
24/04/2016	1005A	2016	4	0	104.916700	0.9013059	16.8505500	1001.2410	39.029900	35	1.8886560	106
25/04/2016	1005A	2016	4	1	103.458300	0.8673003	20.9612000	1002.1830	48.325760	35	2.5942850	106
26/04/2016	1005A	2016	4	2	103.000000	1.3575650	17.6366600	1006.0010	45.086210	35	2.3226490	106
28/04/2016	1005A	2016	4	4	93.565220	0.9610765	18.6299600	1004.6850	52.262260	35	2.1336590	106
29/04/2016	1005A	2016	4	5	124.727300	1.3236410	19.3533500	998.2289	52.612580	35	2.1341950	106
30/04/2016	1005A	2016	4	6	167.041700	1.0901640	22.3420900	993.2698	55.980690	35	2.2306950	106
3/05/2016	1005A	2016	5	2	19.458330	0.2067350	17.8015800	992.4822	41.625200	35	3.2476870	118
5/05/2016	1005A	2016	5	4	56.826090	0.9746566	19.6302000	995.8475	41.183690	35	2.3861550	118
6/05/2016	1005A	2016	5	5	53.625000	0.2201111	18.9555400	1001.8150	22.438190	35	4.0411010	118
7/05/2016	1005A	2016	5	6	22.318180	0.1804739	19.5841500	1007.6450	22.777930	35	2.0517510	118
8/05/2016	1005A	2016	5	0	67.350000	0.6428954	19.4760400	1003.2380	40.788200	35	2.2827420	118
10/05/2016	1005A	2016	5	2	38.913040	0.3764570	19.6567500	999.9699	55.169000	35	1.5731670	118
16/05/2016	1005A	2016	5	1	24.857140	0.1388265	21.2728600	999.1337	33.833700	35	2.5465220	118
17/05/2016	1005A	2016	5	2	59.913040	0.6477984	23.3342700	999.4545	41.305350	35	2.2559170	118
19/05/2016	1005A	2016	5	4	83.043480	1.0083470	22.8186000	1004.3850	47.888780	35	2.0072390	118
21/05/2016	1005A	2016	5	6	71.541670	0.8469944	22.2646700	1008.9050	44.028920	35	2.3187610	118
22/05/2016	1005A	2016	5	0	47.050000	0.4835216	22.5787600	1008.1070	39.388750	35	1.5296950	118
24/05/2016	1005A	2016	5	2	19.941180	0.2370731	20.1189500	994.2286	50.633210	35	2.7644820	118
26/05/2016	1005A	2016	5	4	22.625000	0.1502674	22.6369800	1000.0130	36.125390	35	2.5152390	118
28/05/2016	1005A	2016	5	6	38.625000	0.4635663	23.0841800	996.5964	45.644480	35	2.0143550	118
29/05/2016	1005A	2016	5	0	35.041670	0.1742138	23.9614700	997.3630	33.867730	35	2.6580030	118
30/05/2016	1005A	2016	5	1	80.875000	0.7678852	25.5282800	993.7625	46.680900	35	1.8563150	118
1/06/2016	1005A	2016	6	3	31.083330	0.7184123	23.6144200	1002.7700	37.025490	35	1.4262730	122
2/06/2016	1005A	2016	6	4	46.875000	0.6315876	24.5214900	1000.1120	37.144520	35	1.6452730	122
5/06/2016	1005A	2016	6	0	70.083330	1.9392640	24.0876300	1000.0880	53.228430	35	1.8644580	122
6/06/2016	1005A	2016	6	1	95.041670	2.1837170	23.7714900	999.8858	61.411700	35	1.6756140	122
7/06/2016	1005A	2016	6	2	58.916670	0.4076913	22.1277600	1001.5330	71.089480	35	2.0686260	122
8/06/2016	1005A	2016	6	3	133.125000	0.8233936	23.8565700	998.8167	68.308440	35	1.6678430	122
9/06/2016	1005A	2016	6	4	98.350000	0.9155547	26.7332400	995.9686	55.077520	35	2.6452770	122
10/06/2016	1005A	2016	6	5	55.833330	1.7836120	24.8319700	993.8778	65.416990	35	2.1590920	122
11/06/2016	1005A	2016	6	6	11.250000	0.2041468	24.9142600	997.9456	40.208230	35	2.1842200	122
15/06/2016	1005A	2016	6	3	20.208330	0.3091231	23.6341600	992.7983	57.576090	35	1.9949610	122
18/06/2016	1005A	2016	6	6	46.833330	0.5250932	25.7069600	995.0671	56.447720	35	1.7533760	122
19/06/2016	1005A	2016	6	0	64.260870	0.4266489	27.5083100	995.7654	49.956070	35	1.9034660	122
20/06/2016	1005A	2016	6	1	82.750000	1.5511320	27.6427800	993.0720	61.007340	35	1.8776600	122
21/06/2016	1005A	2016	6	2	104.916700	1.7711470	27.6984500	992.3223	68.001110	35	1.8139320	122
22/06/2016	1005A	2016	6	3	56.416670	1.0129270	26.9178300	992.7043	68.376990	35	1.7546940	122
24/06/2016	1005A	2016	6	5	20.083330	0.2151223	26.1809900	996.5064	39.295660	35	2.2338380	122
25/06/2016	1005A	2016	6	6	17.541670	0.2300888	28.3131500	997.9313	33.016020	35	2.1088380	122
26/06/2016	1005A	2016	6	0	43.458330	0.7638941	29.1689400	996.2297	35.246390	35	2.2729730	122
27/06/2016	1005A	2016	6	1	61.041670	1.4346530	25.4457100	994.0250	54.879450	35	2.1304420	122
30/06/2016	1005A	2016	6	4	65.625000	0.7399197	25.0783600	994.0996	73.503650	35	1.5240880	122
2/07/2016	1005A	2016	7	6	50.000000	0.2699995	26.3000600	995.5568	59.783390	35	1.3930830	124
5/07/2016	1005A	2016	7	2	97.208330	1.5910020	26.7840300	1000.8120	64.411550	35	1.7725410	124
8/07/2016	1005A	2016	7	5	86.166670	3.5626310	27.9333800	998.8614	69.854560	35	1.8136110	124
9/07/2016	1005A	2016	7	6	78.708330	1.2508040	29.5717200	995.6079	68.510930	35	1.7147590	124
10/07/2016	1005A	2016	7	0	82.000000	0.9202070	30.3296300	993.3434	63.954230	35	1.9134350	124
13/07/2016	1005A	2016	7	3	20.791670	0.1961647	28.5607000	994.8936	60.903720	35	1.3115950	124
26/07/2016	1005A	2016	7	2	17.208330	0.2859637	27.6675300	994.6284	67.724890	35	1.6604170	124
29/07/2016	1005A	2016	7	5	125.850000	2.6395500	28.9423100	994.9050	80.074230	35	1.4128540	124
1/08/2016	1005A	2016	8	1	69.416670	0.8866195	28.0429100	999.2704	79.288620	35	1.4264600	123
2/08/2016	1005A	2016	8	2	84.363640	0.3539104	28.3168500	999.9555	73.584910	35	1.2431340	123
3/08/2016	1005A	2016	8	3	67.833330	0.2620173	29.0239200	1000.4700	72.986910	35	1.0880700	123
4/08/2016	1005A	2016	8	4	108.666700	3.0028830	28.8532700	1000.5060	76.308660	35	1.4185620	123
8/08/2016	1005A	2016	8	1	37.541670	0.1542585	26.8049700	1000.4170	68.667250	35	1.6298640	123
9/08/2016	1005A	2016	8	2	52.958330	0.5379459	26.5786800	999.0429	72.557140	35	1.5453920	123
11/08/2016	1005A	2016	8	4	78.608700	3.4828090	30.1895800	997.1663	78.145730	35	1.8345250	123
16/08/2016	1005A	2016	8	2	24.041670	0.4317014	25.0645900	996.1906	74.018030	35	1.4347510	123
19/08/2016	1005A	2016	8	5	20.500000	0.1243255	26.1403100	996.2645	76.029070	35	1.8837650	123
21/08/2016	1005A	2016	8	0	60.958330	0.3717717	27.5761900	1000.0440	74.402130	35	1.2903920	123
22/08/2016	1005A	2016	8	1	47.347830	1.0193220	27.4489500	1002.0540	71.549370	35	1.4152030	123
25/08/2016	1005A	2016	8	4	18.772730	0.1622500	25.4853000	1001.3070	54.379080	35	2.8852220	123
26/08/2016	1005A	2016	8	5	11.041670	0.1233277	21.9402400	1007.0960	53.258400	35	1.2473860	123
27/08/2016	1005A	2016	8	6	16.041670	0.0991306	22.5125600	1003.7680	56.278710	35	1.7323870	123
28/08/2016	1005A	2016	8	0	12.166670	0.1263210	23.3507200	1002.9810	50.335240	35	1.4273850	123
30/08/2016	1005A	2016	8	2	34.541670	0.1572518	24.5147700	997.2735	60.935990	35	1.5127690	123
31/08/2016	1005A	2016	8	3	19.708330	0.1412875	25.0568700	988.4708	46.282620	35	2.2267450	123
3/09/2016	1005A	2016	9	6	20.500000	0.3030504	24.1175000	997.8447	67.018430	35	1.1664460	123
5/09/2016	1005A	2016	9	1	29.375000	0.2500441	23.3652000	1001.1330	69.206510	35	1.5079650	123
7/09/2016	1005A	2016	9	3	40.583330	0.6901492	23.1009400	997.2789	66.039640	35	1.8046220	123
8/09/2016	1005A	2016	9	4	24.391300	0.1996399	22.1597400	997.5645	68.348610	35	1.0878990	123
9/09/2016	1005A	2016	9	5	19.521740	0.2051446	23.0462900	999.2860	59.698360	35	1.4209380	123
10/09/2016	1005A	2016	9	6	16.708330	0.2306156	22.6833900	1000.7900	60.745610	35	1.4251540	123
12/09/2016	1005A	2016	9	1	35.833330	0.6152268	21.1926500	1007.6910	74.559910	35	1.0252940	123
14/09/2016	1005A	2016	9	3	104.434800	1.1233640	23.2012400	1006.9510	76.209190	35	1.3918940	123
15/09/2016	1005A	2016	9	4	89.791670	0.9694341	23.7399100	1005.1180	73.483850	35	1.0308480	123
19/09/2016	1005A	2016	9	1	11.826090	0.1268731	18.1576100	1012.0990	62.850590	35	1.4856010	123
20/09/2016	1005A	2016	9	2	23.947370	0.1452786	18.1496200	1010.8190	63.776320	35	1.2145570	123
23/09/2016	1005A	2016	9	5	137.181800	1.7476920	20.5399400	1002.3450	81.914700	35	0.9872694	123
24/09/2016	1005A	2016	9	6	126.666700	1.6339470	21.5846400	1000.7680	80.352540	35	1.3001390	123
28/09/2016	1005A	2016	9	3	12.833330	0.1675802	14.1336900	1016.1430	48.620400	35	1.4210370	123
29/09/2016	1005A	2016	9	4	60.391300	0.8019011	13.9989800	1009.8090	63.724630	35	1.2235920	123
30/09/2016	1005A	2016	9	5	105.333300	1.0163540	16.9177300	1005.7370	67.061500	35	1.2447620	123
1/10/2016	1005A	2016	10	6	166.166700	2.0240740	18.1570700	1005.1050	69.427090	35	1.3781140	111
2/10/2016	1005A	2016	10	0	192.333300	2.2316090	18.9632000	1003.3030	75.108030	35	1.1346880	111
3/10/2016	1005A	2016	10	1	111.458300	0.8347356	21.2868300	1001.3580	75.928430	35	1.3631270	111
5/10/2016	1005A	2016	10	3	60.956520	0.5344077	15.8246500	1008.6930	79.544390	35	1.3841700	111
8/10/2016	1005A	2016	10	6	10.250000	0.1582496	11.4538100	1012.0950	50.117040	35	2.8217160	111
10/10/2016	1005A	2016	10	1	97.958330	0.7618986	11.2149800	1008.3310	76.380570	35	1.0992460	111
11/10/2016	1005A	2016	10	2	129.250000	0.9105659	12.9497600	1011.7500	75.187110	35	1.5884890	111
12/10/2016	1005A	2016	10	3	79.458330	2.9400240	13.5145100	1014.3980	78.492360	35	1.0252580	111
13/10/2016	1005A	2016	10	4	169.125000	1.1602670	14.8838900	1009.9670	84.459720	35	0.7885494	111
14/10/2016	1005A	2016	10	5	228.285700	3.0118630	16.1605200	1011.0350	79.115280	35	1.2053310	111
17/10/2016	1005A	2016	10	1	69.958330	0.2267332	14.8658700	1010.8560	68.048380	35	1.3346960	111
19/10/2016	1005A	2016	10	3	220.583300	3.0996670	16.4772700	1006.9000	87.513210	35	1.0025200	111
23/10/2016	1005A	2016	10	0	31.916670	0.2957425	9.6433760	1013.3390	61.133030	35	0.7414928	111
26/10/2016	1005A	2016	10	3	37.578950	0.4525578	11.6694900	1013.6430	61.908210	35	1.6639980	111
28/10/2016	1005A	2016	10	5	10.458330	0.2330821	8.2438140	1019.8970	53.410570	35	2.2209570	111
29/10/2016	1005A	2016	10	6	27.714290	0.1921736	5.1493310	1021.2530	59.050190	35	1.6646390	111
31/10/2016	1005A	2016	10	1	7.041667	0.1323076	1.6530630	1027.1420	25.972680	35	3.6710720	111
1/11/2016	1005A	2016	11	2	41.500000	0.6222112	0.4279282	1024.1810	57.987160	35	0.9707540	101
2/11/2016	1005A	2016	11	3	120.708300	0.5374010	3.9630340	1016.3560	61.309390	35	1.3168440	101
3/11/2016	1005A	2016	11	4	209.791700	0.6341844	5.3540800	1008.7690	75.865620	35	1.1922970	101
4/11/2016	1005A	2016	11	5	255.583300	1.1729790	6.2249990	999.8173	85.023560	35	0.9461707	101
5/11/2016	1005A	2016	11	6	188.583300	0.9604542	8.6249110	1004.4360	77.795920	35	1.7233640	101
8/11/2016	1005A	2016	11	2	31.090910	0.3069168	4.2756020	1024.1100	55.817790	35	1.2332730	101
11/11/2016	1005A	2016	11	5	81.375000	0.9953761	3.9862470	1004.5210	70.332850	35	1.2051900	101
12/11/2016	1005A	2016	11	6	72.791670	0.6112358	5.9782670	1009.9280	67.050660	35	1.4986270	101
14/11/2016	1005A	2016	11	1	50.250000	0.1353009	7.9569220	1012.0540	38.904580	35	3.0041950	101
15/11/2016	1005A	2016	11	2	77.272730	0.4166712	3.4231990	1015.8880	48.841420	35	1.4949820	101
16/11/2016	1005A	2016	11	3	113.250000	0.8407222	4.2022400	1011.1060	70.735190	35	0.9349214	101
22/11/2016	1005A	2016	11	2	7.708333	0.1981602	-5.1429780	1028.8260	37.293920	35	3.3282900	101
23/11/2016	1005A	2016	11	3	14.000000	0.1782049	-3.8779200	1025.5830	47.284580	35	2.2253470	101
24/11/2016	1005A	2016	11	4	72.208330	0.5014814	-3.1226850	1019.7450	56.594340	35	1.0883490	101
26/11/2016	1005A	2016	11	6	288.625000	1.8344980	0.6377454	1011.0520	67.692930	35	1.0480250	101
27/11/2016	1005A	2016	11	0	95.916670	0.1572518	1.5828050	1017.4780	43.454230	35	2.5397770	101
28/11/2016	1005A	2016	11	1	71.375000	0.2989347	-0.5398166	1022.4600	55.740840	35	1.1197340	101
30/11/2016	1005A	2016	11	3	76.791670	0.9115636	3.2685020	1015.0870	65.859090	35	1.7820110	101
1/12/2016	1005A	2016	12	4	28.375000	0.1382942	2.2193510	1022.0130	46.606510	35	1.6008220	85
2/12/2016	1005A	2016	12	5	117.428600	0.2101334	0.7057859	1020.0120	59.542500	35	1.2226300	85
5/12/2016	1005A	2016	12	1	56.882350	0.1492696	1.3450850	1017.4890	48.215820	35	2.2324260	85
6/12/2016	1005A	2016	12	2	101.428600	0.3089124	-0.8928954	1013.3000	54.121920	35	1.0107980	85
7/12/2016	1005A	2016	12	3	141.750000	0.4815261	1.5955740	1013.6590	60.214760	35	1.5403790	85
8/12/2016	1005A	2016	12	4	100.416700	0.1482719	2.3692350	1008.4610	53.046720	35	3.1507790	85
10/12/2016	1005A	2016	12	6	51.125000	0.1991580	-2.9328030	1019.3000	57.492960	35	0.9714727	85
12/12/2016	1005A	2016	12	1	224.789500	2.1537840	1.7500550	1014.2290	66.432990	35	1.6045120	85
14/12/2016	1005A	2016	12	3	24.708330	0.1462763	-3.0505930	1023.3900	37.470290	35	1.9151080	85
15/12/2016	1005A	2016	12	4	28.363640	0.1881826	-1.9285710	1022.8030	43.748020	35	2.5276260	85
18/12/2016	1005A	2016	12	0	257.708300	0.8307445	-1.6841270	1014.1430	73.290990	35	0.7293798	85
19/12/2016	1005A	2016	12	1	229.478300	0.6541397	-1.5941210	1015.2210	76.715050	35	0.8542989	85
22/12/2016	1005A	2016	12	4	103.529400	0.2001558	0.9498967	1013.9870	51.576840	35	2.9542970	85
23/12/2016	1005A	2016	12	5	33.476190	0.1722183	-2.4736130	1019.9250	45.381110	35	1.8322570	85
24/12/2016	1005A	2016	12	6	128.666700	1.9941410	-3.0074870	1020.0970	62.194100	35	1.2116670	85
27/12/2016	1005A	2016	12	2	36.826090	0.1931714	-3.7678540	1024.4090	50.267390	35	1.7073880	85
29/12/2016	1005A	2016	12	4	72.000000	0.2270955	-5.0821170	1025.3450	45.623330	35	1.7622090	85
31/12/2016	1005A	2016	12	6	329.521700	0.7599030	-4.6369490	1017.1770	74.957780	35	0.8210657	85
2/01/2015	1006A	2015	1	5	52.913040	0.1752116	-2.8790310	1008.3870	30.355410	55	1.7554850	70
3/01/2015	1006A	2015	1	6	139.625000	0.8058003	-3.9212970	996.9931	43.253010	55	0.9506213	70
4/01/2015	1006A	2015	1	0	157.833300	0.3168945	-1.3500920	995.9886	42.507890	55	1.3981130	70
6/01/2015	1006A	2015	1	2	35.000000	0.2430597	-2.4218380	1007.1180	20.586610	55	2.7301940	70
8/01/2015	1006A	2015	1	4	131.050000	0.8397244	-3.6464680	1009.0150	53.744050	55	1.2289370	70
9/01/2015	1006A	2015	1	5	85.130430	0.1362987	-1.7289310	1008.2390	37.046290	55	2.2410480	70
10/01/2015	1006A	2015	1	6	188.166700	0.3009302	0.2049350	1002.3090	35.507670	55	1.9814840	70
11/01/2015	1006A	2015	1	0	37.652170	0.2520396	0.4508688	1011.3760	35.653410	55	2.0225080	70
12/01/2015	1006A	2015	1	1	111.000000	0.7858450	-3.4707520	1015.4250	56.970670	55	1.3157370	70
13/01/2015	1006A	2015	1	2	164.750000	2.1877080	-3.6129010	1010.9680	63.661730	55	1.1267140	70
16/01/2015	1006A	2015	1	5	88.062500	0.2500441	-2.4544070	1008.3110	48.905900	55	3.9408010	70
17/01/2015	1006A	2015	1	6	69.583330	0.9085703	-4.4057390	1011.1780	39.760610	55	1.9811950	70
19/01/2015	1006A	2015	1	1	39.826090	0.2670062	-1.1402580	1004.3980	37.858260	55	1.6924320	70
20/01/2015	1006A	2015	1	2	81.000000	0.7519209	-2.5889800	1001.5760	57.961590	55	1.7303050	70
21/01/2015	1006A	2015	1	3	16.600000	0.1263210	-0.9017714	1007.1530	39.876870	55	2.7571120	70
22/01/2015	1006A	2015	1	4	94.434780	0.8187713	-3.2045780	1004.0140	49.897250	55	1.4531060	70
25/01/2015	1006A	2015	1	0	126.041700	2.4391450	-1.4335260	1004.3340	82.523270	55	1.2857970	70
27/01/2015	1006A	2015	1	2	17.458330	0.1652339	-5.9606770	1015.6080	29.558560	55	2.9466910	70
28/01/2015	1006A	2015	1	3	31.000000	0.5433876	-4.2822850	1012.9140	32.980450	55	1.4297840	70
29/01/2015	1006A	2015	1	4	60.136360	0.2360754	-2.4856200	1008.6500	41.920290	55	2.4547780	70
30/01/2015	1006A	2015	1	5	12.478260	0.1382942	-4.4272260	1014.6800	28.357130	55	2.6654210	70
31/01/2015	1006A	2015	1	6	33.875000	0.2270955	-5.1984360	1017.1780	29.020370	55	1.5520220	70
3/02/2015	1006A	2015	2	2	108.608700	0.8985927	-0.1682423	1010.9340	50.851710	55	2.0635620	69
5/02/2015	1006A	2015	2	4	28.521740	0.2211089	0.1529212	1011.3540	33.388580	55	2.6909320	69
7/02/2015	1006A	2015	2	6	13.956520	0.1941692	-0.2136787	1008.8710	24.861140	55	3.8069250	69
8/02/2015	1006A	2015	2	0	25.541670	0.1502674	-5.6801310	1014.8840	19.489170	55	2.3584850	69
9/02/2015	1006A	2015	2	1	114.958300	0.4266489	-3.1625540	1007.5300	27.740210	55	1.6187930	69
11/02/2015	1006A	2015	2	3	44.608700	0.2610196	1.9881630	996.2655	29.533270	55	2.5759060	69
13/02/2015	1006A	2015	2	5	125.347800	0.6182201	-0.2970718	996.8367	46.476050	55	1.6699300	69
14/02/2015	1006A	2015	2	6	238.956500	1.1141100	2.0178040	991.9709	44.365830	55	1.4746220	69
16/02/2015	1006A	2015	2	1	118.208300	0.4086891	3.0923120	998.0604	46.012430	55	2.3271980	69
17/02/2015	1006A	2015	2	2	20.375000	0.2749883	3.0673600	1003.3090	36.951960	55	2.4701860	69
18/02/2015	1006A	2015	2	3	49.541670	0.2280932	1.5573780	1009.9280	43.544780	55	1.5913140	69
22/02/2015	1006A	2015	2	0	38.173910	0.2999325	-2.7269840	1002.6770	28.537690	55	3.9111020	69
23/02/2015	1006A	2015	2	1	66.545450	0.4645640	-1.6324920	1000.1770	40.547660	55	1.5423490	69
24/02/2015	1006A	2015	2	2	157.045500	1.2827330	-0.3139798	994.3909	60.235820	55	1.3237600	69
25/02/2015	1006A	2015	2	3	71.869570	0.2929481	1.5678130	998.4316	36.700260	55	3.3217070	69
26/02/2015	1006A	2015	2	4	13.291670	0.2709972	-0.6781868	1005.0750	30.059500	55	2.2859520	69
1/03/2015	1006A	2015	3	0	36.208330	0.2390687	3.2532290	1000.2620	36.194810	55	2.7068100	68
2/03/2015	1006A	2015	3	1	52.727270	0.4186667	4.1472640	991.8344	36.021150	55	2.2446260	68
3/03/2015	1006A	2015	3	2	9.000000	0.1702228	0.6257147	1002.7700	15.758750	55	4.9464890	68
4/03/2015	1006A	2015	3	3	24.826090	0.3288677	-1.5623430	1007.4190	20.731820	55	1.7503140	68
5/03/2015	1006A	2015	3	4	111.375000	0.6411688	0.1969702	1005.1490	27.238740	55	2.0863840	68
6/03/2015	1006A	2015	3	5	197.958300	1.2837310	2.3326420	998.4997	39.687390	55	1.8918880	68
9/03/2015	1006A	2015	3	1	9.375000	0.2231044	-0.9139530	1014.5490	14.918780	55	3.5581450	68
10/03/2015	1006A	2015	3	2	34.260870	0.3139012	0.1787255	1010.0150	20.588340	55	2.1950640	68
11/03/2015	1006A	2015	3	3	36.238100	0.2221066	3.2820270	1002.7840	21.395060	55	2.1195500	68
12/03/2015	1006A	2015	3	4	64.428570	0.3707739	4.3539140	996.2515	26.380080	55	1.8006500	68
13/03/2015	1006A	2015	3	5	70.583330	0.3188900	4.3212590	1001.1090	31.262760	55	1.9894590	68
14/03/2015	1006A	2015	3	6	99.000000	1.1210950	4.5406220	1000.0240	43.000020	55	1.9426120	68
15/03/2015	1006A	2015	3	0	94.086960	0.5274233	8.3378180	996.7807	28.401100	55	2.2109800	68
17/03/2015	1006A	2015	3	2	189.791700	1.1320700	10.0022200	998.7277	46.721450	55	2.2845340	68
20/03/2015	1006A	2015	3	5	43.708330	0.6830750	11.8616700	997.6168	21.326610	55	1.9649470	68
21/03/2015	1006A	2015	3	6	18.130430	0.2021513	13.1662400	998.2190	11.013910	55	3.1717380	68
22/03/2015	1006A	2015	3	0	19.791670	0.2510419	8.5482970	1006.9960	17.020230	55	2.9898820	68
23/03/2015	1006A	2015	3	1	37.166670	0.2660084	8.0721680	1008.7200	24.052040	55	1.7417280	68
24/03/2015	1006A	2015	3	2	74.913040	0.3877360	8.4539770	1010.3850	30.411460	55	2.4171980	68
25/03/2015	1006A	2015	3	3	121.875000	1.0881680	9.7905360	1009.8390	43.529930	55	1.9139390	68
26/03/2015	1006A	2015	3	4	99.625000	0.8985927	12.4186400	1008.4200	38.659340	55	2.3253700	68
27/03/2015	1006A	2015	3	5	92.210530	1.3775210	12.9098600	1000.6860	39.331020	55	2.2912860	68
28/03/2015	1006A	2015	3	6	59.761900	1.1739760	16.1947700	993.5471	36.603630	55	3.1754370	68
2/04/2015	1006A	2015	4	4	34.375000	0.2889570	6.9811000	983.3677	77.557660	55	2.2544090	105
3/04/2015	1006A	2015	4	5	30.250000	0.5623452	10.6389400	991.4721	55.946290	55	2.5625820	105
4/04/2015	1006A	2015	4	6	61.500000	1.3685410	10.8452400	992.2964	58.631570	55	1.6257060	105
7/04/2015	1006A	2015	4	2	25.041670	0.2660084	6.7333960	1010.5510	30.786300	55	2.1110530	105
8/04/2015	1006A	2015	4	3	95.818180	1.0881680	7.5617740	1003.8970	47.136440	55	2.2134890	105
9/04/2015	1006A	2015	4	4	162.695700	1.5451460	10.4261300	999.8190	57.241890	55	1.8681400	105
10/04/2015	1006A	2015	4	5	158.761900	1.0891660	12.6182800	999.0441	53.301460	55	1.9126430	105
13/04/2015	1006A	2015	4	1	30.476190	0.6192179	9.9806500	1004.8900	45.872970	55	2.7575370	105
14/04/2015	1006A	2015	4	2	63.263160	0.3568052	14.9421100	989.0380	41.491300	55	1.9493170	105
16/04/2015	1006A	2015	4	4	26.100000	0.2530374	15.0814400	991.6912	13.383450	55	4.3640210	105
17/04/2015	1006A	2015	4	5	71.130430	0.3790037	15.8952200	989.1491	29.893620	55	2.1856240	105
20/04/2015	1006A	2015	4	1	72.000000	0.5098245	14.2181700	994.8631	42.726960	55	1.9599130	105
22/04/2015	1006A	2015	4	3	41.285710	0.4480802	17.1038300	997.2364	34.112590	55	2.2751740	105
23/04/2015	1006A	2015	4	4	55.000000	0.4877051	19.7005300	994.9505	33.990180	55	2.4434930	105
24/04/2015	1006A	2015	4	5	53.857140	0.3412649	17.7647600	1000.8820	30.779020	55	1.9592220	105
25/04/2015	1006A	2015	4	6	77.545450	0.5609197	20.9206300	995.1705	33.888840	55	2.0063240	105
26/04/2015	1006A	2015	4	0	107.500000	0.7928294	22.8577600	990.4167	41.595350	55	2.5009250	105
29/04/2015	1006A	2015	4	3	114.904800	1.4074700	20.1502500	993.1852	64.756400	55	1.9157330	105
30/04/2015	1006A	2015	4	4	104.500000	1.2438100	22.1618900	991.0732	61.673620	55	2.2592810	105
2/05/2015	1006A	2015	5	6	44.434780	0.8926061	17.7629400	990.5297	72.574330	55	1.7397970	115
3/05/2015	1006A	2015	5	0	43.909090	0.3188900	17.9661200	993.9102	34.240760	55	3.3343250	115
4/05/2015	1006A	2015	5	1	24.291670	0.4126249	17.0904200	995.2416	21.915580	55	2.9961750	115
5/05/2015	1006A	2015	5	2	46.090910	0.7100147	18.6368700	985.7792	36.566940	55	1.9668140	115
8/05/2015	1006A	2015	5	5	36.833330	0.9108488	17.3937100	989.7874	50.018960	55	2.0492480	115
15/05/2015	1006A	2015	5	5	25.863640	0.5450242	19.8740400	994.5877	34.326760	55	2.4676720	115
16/05/2015	1006A	2015	5	6	51.181820	0.4730111	20.2141000	990.3597	39.773980	55	2.1328380	115
18/05/2015	1006A	2015	5	1	68.238100	0.4533656	21.6606700	982.0971	40.320640	55	3.2104820	115
19/05/2015	1006A	2015	5	2	10.043480	0.2467462	20.6703600	988.3230	20.112480	55	3.6533500	115
20/05/2015	1006A	2015	5	3	14.600000	0.5686044	21.7487300	995.5868	29.133320	55	2.8083440	115
22/05/2015	1006A	2015	5	5	49.769230	0.7473525	21.5363700	989.8485	42.924240	55	1.7365090	115
23/05/2015	1006A	2015	5	6	91.000000	0.8028070	23.3322000	988.6169	47.816580	55	1.7379190	115
24/05/2015	1006A	2015	5	0	114.173900	0.9441511	24.5839300	987.2085	47.216710	55	1.9293450	115
25/05/2015	1006A	2015	5	1	95.318180	1.0684350	25.8259600	986.2871	44.826380	55	2.1273030	115
26/05/2015	1006A	2015	5	2	86.150000	1.0396570	26.8904500	986.3678	44.288520	55	2.4812750	115
27/05/2015	1006A	2015	5	3	91.050000	1.3544550	25.1038200	985.4032	50.493430	55	1.9724530	115
30/05/2015	1006A	2015	5	6	61.272730	0.7612891	23.1938100	987.7530	48.850160	55	2.0197800	115
31/05/2015	1006A	2015	5	0	55.285710	0.8212723	25.8931200	981.7805	48.293880	55	2.3123390	115
2/06/2015	1006A	2015	6	2	35.304350	0.2131267	25.9353000	988.8251	29.861280	55	3.3511270	122
5/06/2015	1006A	2015	6	5	47.166670	0.6467331	22.3707600	979.1223	61.586480	55	1.7767460	122
6/06/2015	1006A	2015	6	6	28.000000	0.6651152	22.9782700	982.3697	55.945480	55	2.4537760	122
8/06/2015	1006A	2015	6	1	20.400000	0.3069141	21.4071800	985.5352	53.834690	55	1.6694010	122
9/06/2015	1006A	2015	6	2	53.400000	1.6049660	23.4221300	982.1031	53.687310	55	2.2620750	122
13/06/2015	1006A	2015	6	6	13.272730	0.3588007	22.1640800	984.8686	61.644090	55	2.1769320	122
14/06/2015	1006A	2015	6	0	21.478260	0.4166712	24.2166700	988.8935	56.249380	55	1.7463450	122
16/06/2015	1006A	2015	6	2	103.052600	1.7011060	25.4042500	984.5907	56.515870	55	1.7373000	122
18/06/2015	1006A	2015	6	4	23.833330	0.3211492	25.7409000	987.0278	38.214590	55	2.2414600	122
20/06/2015	1006A	2015	6	6	27.875000	0.3789944	23.5876500	992.0828	54.508810	55	1.5352100	122
22/06/2015	1006A	2015	6	1	91.608700	1.6199780	25.0932200	986.2878	54.392710	55	1.7958440	122
30/06/2015	1006A	2015	6	2	17.619050	0.1382942	21.3787900	983.8794	64.914710	55	2.1575730	122
1/07/2015	1006A	2015	7	3	23.647060	0.2200709	23.9089800	978.6518	55.222710	55	1.8215570	117
2/07/2015	1006A	2015	7	4	10.937500	0.4732462	24.9507800	983.2498	42.569580	55	2.0419280	117
3/07/2015	1006A	2015	7	5	28.850000	0.6172499	24.6502100	988.4292	41.681990	55	2.2788610	117
5/07/2015	1006A	2015	7	0	67.375000	1.4128170	22.7709400	990.2889	62.892000	55	1.9086870	117
6/07/2015	1006A	2015	7	1	70.583330	2.3194130	24.4640700	990.8000	59.552800	55	1.8713250	117
7/07/2015	1006A	2015	7	2	66.041670	1.2530060	26.0396000	989.5013	56.854320	55	1.7770010	117
8/07/2015	1006A	2015	7	3	126.695700	2.2765090	26.8143800	990.6156	59.206660	55	1.9734270	117
9/07/2015	1006A	2015	7	4	75.913040	1.5669910	27.2639000	992.8469	52.342400	55	2.0964990	117
10/07/2015	1006A	2015	7	5	55.375000	2.1737390	27.2196200	991.1441	54.718180	55	2.0804630	117
11/07/2015	1006A	2015	7	6	110.375000	2.4750650	27.9931600	988.0099	58.915950	55	1.4292210	117
12/07/2015	1006A	2015	7	0	110.333300	0.9654570	29.4938400	981.1040	55.592280	55	1.3778420	117
13/07/2015	1006A	2015	7	1	54.304350	0.5973152	30.8397600	978.8282	46.997710	55	1.5182330	117
23/07/2015	1006A	2015	7	4	46.857140	0.9474719	25.3571100	984.6458	75.439090	55	1.1200440	117
24/07/2015	1006A	2015	7	5	53.111110	0.7089851	25.6577200	982.4555	70.696320	55	1.5253230	117
25/07/2015	1006A	2015	7	6	95.208330	0.9846175	26.5129700	981.7341	71.528630	55	1.4182730	117
26/07/2015	1006A	2015	7	0	113.125000	0.5743184	28.5173800	983.9889	66.905050	55	1.2662340	117
2/08/2015	1006A	2015	8	0	79.875000	1.0143340	25.5065800	983.4674	85.690280	55	1.0728180	126
4/08/2015	1006A	2015	8	2	20.958330	0.2719496	24.4935700	982.4650	66.058260	55	1.7648170	126
9/08/2015	1006A	2015	8	0	65.958330	0.8576842	26.4533900	991.5178	74.305700	55	1.1821860	126
10/08/2015	1006A	2015	8	1	47.791670	0.4166809	27.6880100	990.4271	64.416720	55	1.2761520	126
12/08/2015	1006A	2015	8	3	86.652170	0.6636231	27.8702500	987.3933	66.931220	55	1.8463630	126
13/08/2015	1006A	2015	8	4	124.565200	1.4543490	28.1973700	984.8589	65.636150	55	1.7449300	126
15/08/2015	1006A	2015	8	6	29.565220	0.3485522	26.0394000	986.0458	56.233630	55	1.4280610	126
16/08/2015	1006A	2015	8	0	40.208330	0.4184645	26.7976600	986.3747	57.836330	55	1.4034380	126
19/08/2015	1006A	2015	8	3	56.708330	0.8985927	23.5430500	991.6353	74.275640	55	1.7829790	126
20/08/2015	1006A	2015	8	4	40.714290	0.2480486	24.4421100	988.9475	67.199960	55	1.6085150	126
21/08/2015	1006A	2015	8	5	17.565220	0.2847593	25.3337200	986.7150	53.764370	55	1.3547360	126
22/08/2015	1006A	2015	8	6	22.150000	0.1522629	25.2909700	986.2231	59.444240	55	1.6733590	126
23/08/2015	1006A	2015	8	0	29.826090	0.5992626	22.5164400	989.7895	74.931370	55	1.4264080	126
25/08/2015	1006A	2015	8	2	17.727270	0.7140058	23.7075100	991.0082	68.061850	55	1.2504680	126
26/08/2015	1006A	2015	8	3	15.714290	0.1712205	24.2637500	990.2113	66.561020	55	1.2970170	126
27/08/2015	1006A	2015	8	4	15.526320	0.4495975	24.3189800	990.2201	65.158380	55	1.2504070	126
28/08/2015	1006A	2015	8	5	19.181820	0.4132201	24.3880300	988.6203	63.712680	55	1.7610180	126
2/09/2015	1006A	2015	9	3	13.739130	0.1362987	22.9819300	993.9060	72.182330	55	1.3823350	121
3/09/2015	1006A	2015	9	4	19.142860	0.4356288	24.0298500	994.6725	69.173880	55	1.3036560	121
6/09/2015	1006A	2015	9	0	21.250000	0.4485997	20.7985000	993.6983	72.130050	55	1.1322910	121
7/09/2015	1006A	2015	9	1	29.043480	0.5236231	21.1377900	993.9597	72.241210	55	1.2981050	121
11/09/2015	1006A	2015	9	5	11.952380	0.3847427	15.8641700	996.6134	77.020330	55	1.7628210	121
12/09/2015	1006A	2015	9	6	8.913043	0.2159944	18.0427900	997.5697	50.200730	55	2.7947250	121
13/09/2015	1006A	2015	9	0	21.130430	0.2459701	19.5316800	996.8850	58.730130	55	1.4409190	121
15/09/2015	1006A	2015	9	2	102.666700	1.8005740	18.6329300	999.9288	70.976200	55	1.1717930	121
16/09/2015	1006A	2015	9	3	129.904800	1.5541260	19.1142100	998.5978	75.543090	55	1.2774960	121
17/09/2015	1006A	2015	9	4	150.142900	2.0310580	20.5189500	997.5406	77.342910	55	1.2103030	121
18/09/2015	1006A	2015	9	5	102.450000	0.3663264	21.8043600	997.1305	70.900420	55	1.3131480	121
19/09/2015	1006A	2015	9	6	18.000000	0.2467817	20.3572700	997.5087	60.232880	55	1.2681310	121
20/09/2015	1006A	2015	9	0	66.285710	1.9582210	20.2194400	993.6521	72.498990	55	1.4164750	121
21/09/2015	1006A	2015	9	1	101.291700	1.5880500	20.8633000	991.8822	67.130790	55	1.4092720	121
22/09/2015	1006A	2015	9	2	144.347800	3.0118630	20.1496400	990.1391	77.880660	55	1.8782360	121
24/09/2015	1006A	2015	9	4	105.087000	3.2642980	19.4940100	989.9277	81.029000	55	1.4274760	121
25/09/2015	1006A	2015	9	5	26.954550	0.1323076	17.9102700	991.7413	65.583490	55	1.6568270	121
26/09/2015	1006A	2015	9	6	33.541670	0.3629813	17.2332400	993.8856	63.044290	55	1.3777420	121
27/09/2015	1006A	2015	9	0	57.739130	0.4430429	19.6317700	994.7344	61.394420	55	1.2271010	121
1/10/2015	1006A	2015	10	4	15.142860	0.1238377	15.3709800	993.1289	52.603610	55	3.4901530	119
2/10/2015	1006A	2015	10	5	26.909090	0.2594552	16.5886800	991.7831	55.353280	55	1.9617390	119
3/10/2015	1006A	2015	10	6	27.666670	0.1708022	17.1960800	999.8474	57.946610	55	1.5831790	119
5/10/2015	1006A	2015	10	1	210.708300	2.7714010	16.9709900	998.8659	77.582790	55	1.2112380	119
7/10/2015	1006A	2015	10	3	283.363600	3.0118630	19.1972900	994.8404	73.830640	55	1.6489600	119
8/10/2015	1006A	2015	10	4	11.739130	0.1388265	14.6257400	999.6415	29.046230	55	3.1800860	119
9/10/2015	1006A	2015	10	5	16.521740	0.1412875	12.9078500	991.8433	36.783330	55	3.5363650	119
11/10/2015	1006A	2015	10	0	11.875000	0.2444309	14.4260700	997.8523	39.772080	55	2.8501350	119
12/10/2015	1006A	2015	10	1	16.333330	0.1417556	14.4694900	1001.3780	46.396440	55	1.4494660	119
13/10/2015	1006A	2015	10	2	32.111110	0.2039104	15.0386200	1000.5060	52.997380	55	0.9974286	119
15/10/2015	1006A	2015	10	4	107.666700	0.4994859	15.3292200	997.4445	70.169810	55	1.0988330	119
16/10/2015	1006A	2015	10	5	202.291700	2.1647590	15.4042000	998.0625	73.323700	55	1.1102300	119
17/10/2015	1006A	2015	10	6	303.545500	2.3114310	15.4080900	997.4708	75.191210	55	1.0169540	119
19/10/2015	1006A	2015	10	1	53.583330	0.6262023	12.6415900	996.9153	70.320390	55	1.2200590	119
23/10/2015	1006A	2015	10	5	54.272730	0.3807516	11.6911100	998.5912	81.411040	55	1.3529560	119
27/10/2015	1006A	2015	10	2	16.863640	0.2362891	8.7958110	996.5237	45.792380	55	2.1255030	119
28/10/2015	1006A	2015	10	3	8.260870	0.1752116	8.0840550	1002.5210	40.560040	55	2.2427840	119
29/10/2015	1006A	2015	10	4	6.909091	0.1263210	6.4605080	1006.7060	36.556660	55	2.6996290	119
30/10/2015	1006A	2015	10	5	21.565220	0.1871848	5.5463990	1010.6450	50.304990	55	1.4659160	119
31/10/2015	1006A	2015	10	6	45.166670	0.2191133	6.3987010	1010.8990	56.874730	55	1.1186420	119
1/11/2015	1006A	2015	11	0	72.062500	0.1881826	7.4392890	1003.9650	59.883760	55	1.3293250	79
2/11/2015	1006A	2015	11	1	87.500000	0.2410642	8.1822210	1001.4230	60.397380	55	1.1071910	79
3/11/2015	1006A	2015	11	2	141.826100	1.1679900	8.9408560	1002.2950	66.123640	55	1.3506440	79
4/11/2015	1006A	2015	11	3	208.809500	3.0118630	9.8505670	1002.7600	71.350410	55	0.9972993	79
26/11/2015	1006A	2015	11	4	33.684210	0.8107892	-8.4142830	1011.1980	47.115210	55	3.0957690	79
29/11/2015	1006A	2015	11	0	271.333300	0.9873939	-0.8837956	1005.8600	77.020680	55	1.1547600	79
2/12/2015	1006A	2015	12	3	11.352940	0.1452786	-0.0242567	1000.0820	45.383090	55	4.2466330	83
3/12/2015	1006A	2015	12	4	9.652174	0.3687784	-1.5529710	1003.2760	35.866990	55	4.7150330	83
4/12/2015	1006A	2015	12	5	30.304350	0.1283165	-1.0475200	1006.3100	44.929700	55	2.5411470	83
5/12/2015	1006A	2015	12	6	51.291670	0.1203344	-0.4626782	1008.4690	57.246230	55	1.6513790	83
6/12/2015	1006A	2015	12	0	132.521700	1.8744090	-0.8719505	1008.9630	69.762060	55	1.0521800	83
7/12/2015	1006A	2015	12	1	166.300000	3.0118630	0.3175842	1011.4970	76.268130	55	1.0516780	83
10/12/2015	1006A	2015	12	4	124.150000	0.1402897	2.0054210	1005.1980	64.259650	55	2.1363930	83
11/12/2015	1006A	2015	12	5	41.150000	0.2440575	-0.8971239	1008.2070	57.674410	55	1.0593990	83
12/12/2015	1006A	2015	12	6	116.318200	1.0692110	-0.6976541	1005.3830	70.053150	55	1.0030720	83
13/12/2015	1006A	2015	12	0	173.333300	0.9424944	-0.7026169	1006.0400	75.062180	55	1.0430420	83
14/12/2015	1006A	2015	12	1	94.769230	0.2201111	0.5673861	1002.8100	79.795720	55	1.7659260	83
15/12/2015	1006A	2015	12	2	7.375000	0.1402897	-0.6489174	1005.3630	39.695040	55	4.0820660	83
16/12/2015	1006A	2015	12	3	7.347826	0.1123523	-2.8756140	1010.5990	34.046120	55	4.1947330	83
17/12/2015	1006A	2015	12	4	59.956520	0.2620173	-3.8525380	1011.8140	45.656160	55	1.8347680	83
18/12/2015	1006A	2015	12	5	59.913040	0.1602451	-2.0224120	1012.8230	52.255870	55	1.6825620	83
22/12/2015	1006A	2015	12	2	310.708300	2.7404710	-3.1816830	1006.9200	83.479480	55	1.2181460	83
23/12/2015	1006A	2015	12	3	292.833300	0.7968204	-1.7692010	1005.9480	76.943360	55	1.1219260	83
24/12/2015	1006A	2015	12	4	118.833300	1.1520250	-1.5209450	1006.5080	68.192140	55	1.4236250	83
25/12/2015	1006A	2015	12	5	450.000000	2.4002320	-3.5435880	998.5541	80.747190	55	1.5784630	83
28/12/2015	1006A	2015	12	1	112.500000	0.2759861	-4.7200930	1014.0530	62.482330	55	1.1807100	83
30/12/2015	1006A	2015	12	3	68.173910	0.1163433	-0.7359198	1009.7040	54.918950	55	2.6625780	83
31/12/2015	1006A	2015	12	4	56.125000	0.4964926	-3.4586260	1011.6370	61.561850	55	0.8538698	83
1/01/2016	1006A	2016	1	5	176.125000	0.7778629	-3.2233530	1003.2150	68.935860	55	0.7174191	78
2/01/2016	1006A	2016	1	6	260.166700	0.9424944	-1.6883770	999.6406	69.973040	55	1.0787390	78
3/01/2016	1006A	2016	1	0	252.875000	1.1350630	-2.0604000	1001.7360	75.342810	55	1.5100900	78
5/01/2016	1006A	2016	1	2	35.916670	0.1702228	-5.3906890	1009.2810	35.000210	55	2.1107740	78
6/01/2016	1006A	2016	1	3	26.695650	0.1382942	-4.9750310	1009.9520	43.855320	55	2.5680970	78
7/01/2016	1006A	2016	1	4	11.458330	0.1382942	-5.3090390	1010.9340	37.441330	55	3.2062470	78
8/01/2016	1006A	2016	1	5	36.000000	0.1133500	-5.1525720	1007.0810	38.703840	55	2.3810240	78
9/01/2016	1006A	2016	1	6	78.333330	0.2540352	-5.0233490	1004.3040	48.097810	55	1.3006580	78
11/01/2016	1006A	2016	1	1	11.791670	0.1502674	-7.2301860	1014.9620	34.996760	55	3.3116040	78
12/01/2016	1006A	2016	1	2	13.916670	0.1372964	-8.0197720	1011.5980	33.880390	55	2.7895410	78
13/01/2016	1006A	2016	1	3	24.000000	0.1233277	-6.1498890	1003.6480	32.427400	55	2.0904960	78
14/01/2016	1006A	2016	1	4	84.333330	0.4096868	-4.2636560	999.8619	37.013800	55	1.7464770	78
15/01/2016	1006A	2016	1	5	87.833330	0.2400664	-4.1988730	997.1144	44.317720	55	1.1885700	78
17/01/2016	1006A	2016	1	0	36.916670	0.2550329	-7.7255420	1005.3390	51.478670	55	2.8119470	78
19/01/2016	1006A	2016	1	2	65.625000	0.4186667	-9.5529700	1009.6440	40.386110	55	1.5801170	78
20/01/2016	1006A	2016	1	3	117.375000	0.8097914	-7.2949070	1012.9160	48.725620	55	1.5553440	78
24/01/2016	1006A	2016	1	0	11.708330	0.1991580	-12.1160700	1018.8480	29.257560	55	4.6023570	78
25/01/2016	1006A	2016	1	1	31.416670	0.2151223	-6.7333820	1010.0210	30.628250	55	2.4648310	78
26/01/2016	1006A	2016	1	2	34.875000	0.1722183	-5.6791810	1007.0980	31.219220	55	2.7900680	78
27/01/2016	1006A	2016	1	3	91.916670	0.7898361	-6.2590070	1006.5990	40.780460	55	1.1591570	78
28/01/2016	1006A	2016	1	4	114.166700	0.7160013	-4.1470960	1008.6460	41.332260	55	1.6040510	78
29/01/2016	1006A	2016	1	5	54.375000	1.3725320	-6.4332980	1013.5350	45.203130	55	1.6525510	78
31/01/2016	1006A	2016	1	0	18.666670	0.1153456	-6.6999960	1016.3300	34.675250	55	3.0039350	78
1/02/2016	1006A	2016	2	1	13.708330	0.1921736	-4.9359350	1014.9620	37.121570	55	2.1894660	67
2/02/2016	1006A	2016	2	2	28.375000	0.2191133	-4.5804500	1010.3410	37.461930	55	1.5311950	67
3/02/2016	1006A	2016	2	3	32.666670	0.3717717	-3.8900850	1007.3170	38.573490	55	1.3060900	67
6/02/2016	1006A	2016	2	6	33.583330	0.2171178	-2.0415290	1008.7530	32.403650	55	2.4606830	67
7/02/2016	1006A	2016	2	0	36.541670	0.2909526	-1.5452200	999.9037	34.738150	55	2.2224180	67
8/02/2016	1006A	2016	2	1	186.375000	0.1642362	1.9411170	994.7267	30.209910	55	2.5681680	67
9/02/2016	1006A	2016	2	2	36.833330	0.3438342	1.2534150	1000.7620	39.909460	55	1.5323430	67
10/02/2016	1006A	2016	2	3	90.291670	0.9734252	0.9626110	997.3575	42.250060	55	1.3892190	67
14/02/2016	1006A	2016	2	0	7.500000	0.1193366	-5.7292760	1010.8690	31.382710	55	4.6114120	67
15/02/2016	1006A	2016	2	1	6.583333	0.1811982	-2.8705370	1005.7380	35.891330	55	3.7726350	67
16/02/2016	1006A	2016	2	2	7.125000	0.1203344	0.9103513	1002.3640	38.171780	55	3.3148230	67
17/02/2016	1006A	2016	2	3	46.125000	0.3897315	1.5019270	1001.8320	44.314140	55	1.8922410	67
18/02/2016	1006A	2016	2	4	14.375000	0.1353009	2.9211520	999.9181	30.056380	55	2.9988690	67
19/02/2016	1006A	2016	2	5	13.875000	0.2859637	1.1103810	1007.5010	33.078390	55	3.1085160	67
20/02/2016	1006A	2016	2	6	12.478260	0.2031491	-2.0016000	1009.5380	27.507430	55	2.6192170	67
22/02/2016	1006A	2016	2	1	66.875000	0.4934993	-0.1749150	1006.6070	48.165180	55	2.6695170	67
23/02/2016	1006A	2016	2	2	10.000000	0.1742138	-1.9100230	1016.9280	26.850950	55	3.1541950	67
24/02/2016	1006A	2016	2	3	27.625000	0.3847427	-2.0882160	1014.0580	33.543140	55	2.0747440	67
26/02/2016	1006A	2016	2	5	34.250000	0.4126801	0.5462899	1005.2550	34.769430	55	2.2434900	67
27/02/2016	1006A	2016	2	6	20.125000	0.7718763	1.6724620	1003.8510	44.289520	55	2.0419390	67
29/02/2016	1006A	2016	2	1	30.739130	0.3697762	-1.6375510	1012.2440	31.398940	55	1.9138580	67
1/03/2016	1006A	2016	3	2	113.708300	0.5184434	1.9721130	1003.2520	41.996730	55	1.4892230	72
2/03/2016	1006A	2016	3	3	159.708300	0.4386221	7.4160460	996.1478	42.502730	55	1.5176960	72
5/03/2016	1006A	2016	3	6	65.375000	0.6661129	7.0212150	999.6112	25.541880	55	3.2434090	72
7/03/2016	1006A	2016	3	1	33.565220	0.1831937	4.6469240	1001.0310	30.632280	55	3.2515650	72
8/03/2016	1006A	2016	3	2	8.739130	0.2560307	0.4100824	1009.6420	15.965430	55	3.6710810	72
9/03/2016	1006A	2016	3	3	9.090909	0.2949436	-0.4930962	1012.3180	20.326490	55	3.6318140	72
10/03/2016	1006A	2016	3	4	10.304350	0.1802004	0.8077471	1010.0610	20.534670	55	2.9416860	72
11/03/2016	1006A	2016	3	5	20.916670	0.2360754	0.9394008	1003.7010	27.635240	55	1.8335700	72
13/03/2016	1006A	2016	3	0	29.136360	0.1652339	4.8052040	1003.7060	29.341720	55	2.7273120	72
14/03/2016	1006A	2016	3	1	79.809520	0.3508186	6.1207060	1002.2680	33.556020	55	2.0366170	72
16/03/2016	1006A	2016	3	3	257.130400	1.4553470	8.2757680	995.9260	56.358480	55	1.5918820	72
17/03/2016	1006A	2016	3	4	301.478300	2.0689730	10.1250900	991.9201	56.638430	55	1.2585890	72
18/03/2016	1006A	2016	3	5	203.347800	0.8067981	11.9508300	992.0313	45.897500	55	1.8700400	72
20/03/2016	1006A	2016	3	0	63.833330	0.4216600	9.8094310	1005.2940	41.238330	55	1.1199310	72
21/03/2016	1006A	2016	3	1	130.958300	1.0462620	10.8086200	1002.1590	40.501860	55	1.5880980	72
23/03/2016	1006A	2016	3	3	22.652170	0.2739905	8.3965430	1010.7490	26.935770	55	3.4714670	72
24/03/2016	1006A	2016	3	4	13.791670	0.2480486	7.2223110	1011.5210	24.056880	55	2.0555750	72
25/03/2016	1006A	2016	3	5	15.625000	0.2460530	7.5208880	1008.1120	28.134370	55	2.0722930	72
26/03/2016	1006A	2016	3	6	12.125000	0.2500441	10.2767000	1004.5530	24.716180	55	2.4404440	72
27/03/2016	1006A	2016	3	0	16.083330	0.2111312	12.4891200	999.0296	21.163600	55	1.9539230	72
29/03/2016	1006A	2016	3	2	20.333330	0.4326355	14.7967600	996.1476	24.493570	55	2.5829670	72
30/03/2016	1006A	2016	3	3	29.458330	0.2470508	14.0168900	996.3908	26.746760	55	2.2921050	72
1/04/2016	1006A	2016	4	5	37.181820	0.2430597	16.4659800	988.4557	40.534330	55	3.3475770	105
3/04/2016	1006A	2016	4	0	18.045450	0.1712205	13.0902800	1001.3720	17.847530	55	1.8865100	105
4/04/2016	1006A	2016	4	1	71.600000	1.0562400	13.1654200	992.6806	38.609810	55	1.9478190	105
5/04/2016	1006A	2016	4	2	118.833300	1.4633290	14.4693700	992.0837	46.898670	55	2.4228240	105
7/04/2016	1006A	2016	4	4	95.208330	0.2171178	16.3948200	991.4659	39.194000	55	2.4289690	105
8/04/2016	1006A	2016	4	5	25.000000	0.1582496	16.2941600	994.4416	13.080740	55	3.4334990	105
9/04/2016	1006A	2016	4	6	80.434780	0.6252045	15.7062300	989.8248	30.717960	55	2.5364330	105
10/04/2016	1006A	2016	4	0	53.750000	0.4905060	12.3012700	996.8263	26.155670	55	2.3056350	105
11/04/2016	1006A	2016	4	1	41.043480	0.9744229	9.7508060	997.6215	35.857480	55	2.6382020	105
12/04/2016	1006A	2016	4	2	76.625000	0.7279745	10.9966600	987.6843	66.445140	55	1.5636710	105
13/04/2016	1006A	2016	4	3	124.791700	0.7748696	15.5788700	984.7534	54.844590	55	2.2969120	105
14/04/2016	1006A	2016	4	4	33.833330	0.3790448	16.5290600	994.3098	25.141070	55	3.0032350	105
17/04/2016	1006A	2016	4	0	17.142860	0.2400664	13.5845000	991.2843	24.094450	55	3.4776000	105
18/04/2016	1006A	2016	4	1	21.150000	0.2300888	13.3994700	993.1414	29.958820	55	2.3429110	105
20/04/2016	1006A	2016	4	3	81.454550	0.5324159	16.4132300	992.8179	45.220620	55	2.0437290	105
21/04/2016	1006A	2016	4	4	105.913000	0.4742873	19.1862500	984.2884	36.183810	55	2.6491700	105
22/04/2016	1006A	2016	4	5	40.608700	0.3541044	18.8880400	989.4214	12.518170	55	3.1824310	105
24/04/2016	1006A	2016	4	0	99.375000	0.8972126	16.4269900	990.9219	39.019090	55	1.9472470	105
25/04/2016	1006A	2016	4	1	95.958330	0.9416473	20.5295400	991.7985	48.628230	55	2.6533940	105
26/04/2016	1006A	2016	4	2	82.375000	1.2817350	17.2327700	995.6347	45.944860	55	2.3554940	105
28/04/2016	1006A	2016	4	4	100.000000	0.7056437	18.1398500	994.3955	53.126240	55	2.1593520	105
29/04/2016	1006A	2016	4	5	131.583300	1.5132170	18.8796000	987.9386	53.003050	55	2.1815370	105
30/04/2016	1006A	2016	4	6	190.208300	1.0352870	21.8670900	983.0766	55.804140	55	2.2338740	105
3/05/2016	1006A	2016	5	2	31.157890	0.2381361	17.2381300	982.4285	41.533180	55	3.4183780	120
5/05/2016	1006A	2016	5	4	57.043480	1.1136440	19.1927300	985.7364	41.094430	55	2.5314630	120
6/05/2016	1006A	2016	5	5	63.043480	0.2141245	18.2734800	991.8266	23.091560	55	4.1175070	120
7/05/2016	1006A	2016	5	6	19.541670	0.1817462	19.0823900	997.4423	22.788980	55	2.0188550	120
8/05/2016	1006A	2016	5	0	60.000000	0.6769906	19.0784600	992.9426	40.722860	55	2.2950110	120
10/05/2016	1006A	2016	5	2	42.000000	0.4381044	19.0173400	989.8285	56.296040	55	1.6201510	120
15/05/2016	1006A	2016	5	0	36.523810	0.3388454	16.1328500	993.6576	52.275760	55	2.2600530	120
16/05/2016	1006A	2016	5	1	23.190480	0.1827462	20.6896400	988.9978	33.902530	55	2.6094350	120
17/05/2016	1006A	2016	5	2	59.130430	0.6420932	22.8244400	989.2863	41.375630	55	2.3181740	120
19/05/2016	1006A	2016	5	4	89.304350	0.7818539	22.2659100	994.1607	48.236340	55	2.0412560	120
21/05/2016	1006A	2016	5	6	81.250000	0.8046660	21.7931100	998.6181	44.400230	55	2.3541860	120
22/05/2016	1006A	2016	5	0	49.900000	0.7998137	22.1372600	997.8256	39.059990	55	1.6135240	120
24/05/2016	1006A	2016	5	2	23.411760	0.2480486	19.5006000	984.1503	51.054220	55	2.8373410	120
26/05/2016	1006A	2016	5	4	22.375000	0.3369626	22.1425900	989.9511	35.999650	55	2.5492080	120
28/05/2016	1006A	2016	5	6	43.541670	0.4845194	22.6114800	986.5038	46.022900	55	2.0348810	120
29/05/2016	1006A	2016	5	0	32.250000	0.4601790	23.4885600	987.2939	34.212950	55	2.6631360	120
30/05/2016	1006A	2016	5	1	84.375000	0.8087936	25.1888900	983.7093	46.461770	55	1.9339920	120
2/06/2016	1006A	2016	6	4	47.041670	0.6431436	24.0791900	990.0372	37.442360	55	1.6599780	124
5/06/2016	1006A	2016	6	0	79.375000	2.1487950	23.6164500	990.0118	52.830130	55	1.8656330	124
6/06/2016	1006A	2016	6	1	99.173910	2.1837170	23.2662100	989.8389	61.139860	55	1.6751030	124
7/06/2016	1006A	2016	6	2	66.958330	0.7279745	21.5781400	991.4589	71.952760	55	2.0267150	124
8/06/2016	1006A	2016	6	3	139.708300	0.8806044	23.3196700	988.7825	68.140510	55	1.6804080	124
9/06/2016	1006A	2016	6	4	104.850000	0.8643134	26.1080600	985.9581	55.551400	55	2.6280250	124
10/06/2016	1006A	2016	6	5	56.750000	1.5461430	24.2949600	983.9501	65.050830	55	2.2078150	124
15/06/2016	1006A	2016	6	3	21.681820	0.3110522	23.0918200	982.8675	57.841740	55	2.0225730	124
16/06/2016	1006A	2016	6	4	29.583330	0.7412853	25.7966400	979.5673	50.201110	55	1.7206120	124
18/06/2016	1006A	2016	6	6	46.916670	0.6257760	25.1363300	985.1501	56.911690	55	1.8336120	124
19/06/2016	1006A	2016	6	0	70.260870	0.4086891	26.9257700	985.8507	49.944210	55	1.9169720	124
20/06/2016	1006A	2016	6	1	97.166670	1.5511320	27.1091700	983.1294	60.989410	55	1.8908230	124
21/06/2016	1006A	2016	6	2	102.125000	1.6369400	27.1529700	982.4162	67.872530	55	1.7968930	124
22/06/2016	1006A	2016	6	3	59.583330	1.2784610	26.4880700	982.7855	68.043170	55	1.7782020	124
24/06/2016	1006A	2016	6	5	18.000000	0.1911759	25.6672200	986.6079	38.716950	55	2.2838580	124
25/06/2016	1006A	2016	6	6	16.500000	0.5043134	27.8336100	988.0055	32.604060	55	2.1622940	124
30/06/2016	1006A	2016	6	4	80.333330	0.7399197	24.5809300	984.1905	73.291600	55	1.6224920	124
2/07/2016	1006A	2016	7	6	45.263160	0.6526828	25.7066500	985.6762	59.856140	55	1.4524500	128
5/07/2016	1006A	2016	7	2	109.583300	1.6156720	26.1880600	990.8635	65.260020	55	1.8125790	128
6/07/2016	1006A	2016	7	3	80.291670	1.2208710	27.0058600	992.2786	58.759430	55	1.5510370	128
8/07/2016	1006A	2016	7	5	109.166700	3.5626310	27.3849300	988.9187	70.438670	55	1.8381380	128
9/07/2016	1006A	2016	7	6	97.666670	1.5065600	29.0160500	985.7342	68.938400	55	1.7087720	128
10/07/2016	1006A	2016	7	0	103.375000	0.8934067	29.7323000	983.4848	64.485350	55	1.9538340	128
11/07/2016	1006A	2016	7	1	105.166700	1.7257410	29.9605000	980.7740	61.883840	55	2.2302070	128
13/07/2016	1006A	2016	7	3	16.291670	0.4654925	27.9159200	985.0533	61.877880	55	1.3834160	128
26/07/2016	1006A	2016	7	2	20.041670	0.4017047	27.0928400	984.7912	68.530700	55	1.6374320	128
29/07/2016	1006A	2016	7	5	137.500000	2.8063230	28.3450200	985.0595	80.468290	55	1.4254660	128
1/08/2016	1006A	2016	8	1	82.791670	1.2826170	27.4916900	989.5074	79.798600	55	1.5046130	127
2/08/2016	1006A	2016	8	2	103.600000	0.4027025	27.7539500	990.1960	73.936550	55	1.2573920	127
8/08/2016	1006A	2016	8	1	35.000000	0.3099101	26.1901600	990.4596	69.627320	55	1.6210080	127
9/08/2016	1006A	2016	8	2	44.458330	0.6471585	26.0575800	989.0555	72.855710	55	1.5784190	127
11/08/2016	1006A	2016	8	4	83.875000	3.3570910	29.5965800	987.2359	78.688650	55	1.8710610	127
16/08/2016	1006A	2016	8	2	26.291670	0.4978656	24.3960800	986.3068	75.017840	55	1.4324490	127
19/08/2016	1006A	2016	8	5	21.375000	0.3766231	25.5693600	986.3669	76.710880	55	1.8870260	127
21/08/2016	1006A	2016	8	0	54.666670	1.1200970	27.0233800	990.1078	75.152130	55	1.2663910	127
22/08/2016	1006A	2016	8	1	43.217390	0.9115636	26.8789600	992.0517	72.065320	55	1.4555300	127
25/08/2016	1006A	2016	8	4	24.181820	0.2137574	24.8910900	991.3729	54.807390	55	2.9375530	127
26/08/2016	1006A	2016	8	5	12.583330	0.3399048	21.3338900	997.0635	53.602100	55	1.3194650	127
27/08/2016	1006A	2016	8	6	16.875000	0.0980951	21.9460000	993.7415	56.479910	55	1.7910580	127
28/08/2016	1006A	2016	8	0	13.000000	0.2708432	22.7407900	992.9435	50.435610	55	1.5184360	127
29/08/2016	1006A	2016	8	1	22.086960	0.2560307	22.8292700	992.6099	56.115870	55	1.4312760	127
30/08/2016	1006A	2016	8	2	32.375000	0.3882667	23.9217100	987.2102	61.216840	55	1.5564410	127
31/08/2016	1006A	2016	8	3	18.750000	0.2892555	24.4948700	978.5504	46.349070	55	2.2959380	127
3/09/2016	1006A	2016	9	6	22.625000	0.3954384	23.4962200	987.8634	66.762440	55	1.1865010	129
5/09/2016	1006A	2016	9	1	29.000000	0.2250999	22.8371000	991.1417	69.375530	55	1.5339120	129
7/09/2016	1006A	2016	9	3	46.750000	0.8059272	22.5590800	987.2525	65.789910	55	1.8907940	129
8/09/2016	1006A	2016	9	4	26.521740	0.1996399	21.5541400	987.5810	68.343790	55	1.1234490	129
9/09/2016	1006A	2016	9	5	21.333330	0.3713040	22.3965700	989.3123	59.653280	55	1.4497040	129
10/09/2016	1006A	2016	9	6	17.583330	0.2976511	22.0493700	990.7503	60.779110	55	1.4263890	129
14/09/2016	1006A	2016	9	3	102.478300	0.9213675	22.5872900	996.8784	76.359930	55	1.4240220	129
15/09/2016	1006A	2016	9	4	73.416670	0.7449365	23.1690800	995.0772	73.344700	55	1.0974610	129
19/09/2016	1006A	2016	9	1	12.913040	0.1268731	17.5426000	1001.9420	63.143170	55	1.5280350	129
20/09/2016	1006A	2016	9	2	21.652170	0.3153843	17.5387100	1000.6100	64.369120	55	1.2527350	129
23/09/2016	1006A	2016	9	5	128.318200	2.0919220	19.9920100	992.2026	82.232920	55	1.0155620	129
24/09/2016	1006A	2016	9	6	124.291700	2.0709690	21.0321400	990.6763	80.414340	55	1.3289380	129
28/09/2016	1006A	2016	9	3	17.666670	0.1864272	13.6300300	1005.9270	48.676520	55	1.5003730	129
29/09/2016	1006A	2016	9	4	55.739130	0.7684906	13.5865000	999.5414	63.675810	55	1.2715830	129
30/09/2016	1006A	2016	9	5	105.916700	1.0841770	16.5607700	995.5335	66.925410	55	1.2513000	129
1/10/2016	1006A	2016	10	6	164.416700	1.7367170	17.7717100	994.9125	69.461440	55	1.3797240	112
2/10/2016	1006A	2016	10	0	191.666700	2.7983410	18.5222100	993.1218	75.190200	55	1.1285320	112
3/10/2016	1006A	2016	10	1	121.416700	0.8287490	20.7114700	991.1951	76.080340	55	1.3745870	112
5/10/2016	1006A	2016	10	3	59.739130	0.5124568	15.3650300	998.4004	79.032170	55	1.4446320	112
8/10/2016	1006A	2016	10	6	12.375000	0.2366175	10.9527700	1001.7880	50.149550	55	2.8772250	112
10/10/2016	1006A	2016	10	1	95.857140	0.8157780	10.7950800	997.9124	76.404300	55	1.1468390	112
11/10/2016	1006A	2016	10	2	119.291700	1.2398290	12.5244300	1001.3430	74.844120	55	1.6433860	112
13/10/2016	1006A	2016	10	4	161.000000	1.3924870	14.3707300	999.6237	84.528460	55	0.8520341	112
14/10/2016	1006A	2016	10	5	249.958300	2.9549900	15.7083200	1000.6910	79.141480	55	1.2564030	112
17/10/2016	1006A	2016	10	1	74.833330	0.2360754	14.4198700	1000.5330	67.496350	55	1.3925430	112
19/10/2016	1006A	2016	10	3	231.631600	3.0996670	16.0046600	996.6218	87.234960	55	1.0402310	112
23/10/2016	1006A	2016	10	0	30.250000	0.4515930	9.2449380	1002.8880	62.235850	55	0.7592300	112
26/10/2016	1006A	2016	10	3	39.526320	0.4615707	11.2854800	1003.1380	62.787900	55	1.7331980	112
28/10/2016	1006A	2016	10	5	14.523810	0.1802004	7.6972250	1009.3260	53.577010	55	2.2360940	112
29/10/2016	1006A	2016	10	6	22.476190	0.3273843	4.7245400	1010.5100	59.138520	55	1.6969790	112
31/10/2016	1006A	2016	10	1	7.041667	0.1283165	1.1315630	1016.4440	26.712550	55	3.7368900	112
1/11/2016	1006A	2016	11	2	39.250000	0.7209901	-0.0478037	1013.4230	58.456980	55	1.0114720	104
2/11/2016	1006A	2016	11	3	111.416700	0.6631196	3.7070890	1005.7140	60.831510	55	1.3985620	104
3/11/2016	1006A	2016	11	4	192.458300	0.7828517	5.2268290	998.2095	74.185960	55	1.2991750	104
4/11/2016	1006A	2016	11	5	272.541700	1.0901640	6.0707600	989.3895	83.242570	55	0.9989123	104
5/11/2016	1006A	2016	11	6	201.583300	1.1111170	8.3328850	993.9989	77.057980	55	1.7688510	104
8/11/2016	1006A	2016	11	2	37.250000	0.2889570	3.8553100	1013.3450	55.529300	55	1.3817640	104
10/11/2016	1006A	2016	11	4	156.357100	2.7434640	5.1684310	994.9882	72.627760	55	1.5591330	104
12/11/2016	1006A	2016	11	6	81.416670	0.7429410	5.6491150	999.3691	66.546080	55	1.5321000	104
14/11/2016	1006A	2016	11	1	49.166670	0.1203344	7.5079630	1001.5960	38.848510	55	3.0839390	104
15/11/2016	1006A	2016	11	2	68.454550	0.5463809	3.0202020	1005.2500	48.444370	55	1.5157670	104
16/11/2016	1006A	2016	11	3	105.826100	0.9305212	3.8039080	1000.5530	70.060660	55	0.9702331	104
22/11/2016	1006A	2016	11	2	9.041667	0.1981602	-5.6332200	1017.9550	37.841410	55	3.3508990	104
23/11/2016	1006A	2016	11	3	18.916670	0.3009302	-4.2965360	1014.5700	47.840840	55	2.2855950	104
24/11/2016	1006A	2016	11	4	83.260870	0.5393965	-3.4743240	1008.7360	56.562050	55	1.1017820	104
26/11/2016	1006A	2016	11	6	293.541700	2.5538880	0.3860449	1000.2480	66.381250	55	1.1866590	104
27/11/2016	1006A	2016	11	0	58.125000	0.1682272	1.2772610	1006.7000	42.466390	55	2.6535710	104
28/11/2016	1006A	2016	11	1	64.285710	0.3657851	-0.9217224	1011.6050	55.273590	55	1.2225630	104
30/11/2016	1006A	2016	11	3	95.583330	0.8207668	2.8029060	1004.3220	65.617750	55	1.8627650	104
1/12/2016	1006A	2016	12	4	35.000000	0.1851893	1.9439310	1011.2310	45.650810	55	1.6974190	80
2/12/2016	1006A	2016	12	5	106.125000	0.1871848	0.3922815	1009.2340	58.660450	55	1.2782750	80
5/12/2016	1006A	2016	12	1	59.705880	0.1293143	1.0121690	1006.7920	47.556920	55	2.3463660	80
6/12/2016	1006A	2016	12	2	110.571400	0.3657851	-1.0411830	1002.4950	53.019770	55	1.1477190	80
7/12/2016	1006A	2016	12	3	135.363600	0.5354055	1.5021150	1002.9280	58.155460	55	1.6597050	80
8/12/2016	1006A	2016	12	4	98.375000	0.1482719	2.0934520	997.8752	51.469220	55	3.2194940	80
10/12/2016	1006A	2016	12	6	48.333330	0.2460530	-3.2878580	1008.5480	57.465780	55	0.9460364	80
12/12/2016	1006A	2016	12	1	215.157900	1.8424800	1.4243940	1003.4970	65.970270	55	1.6707520	80
14/12/2016	1006A	2016	12	3	27.863640	0.1542585	-3.5030030	1012.4690	37.704400	55	2.0162620	80
15/12/2016	1006A	2016	12	4	27.833330	0.1552563	-2.3775440	1011.9190	43.899410	55	2.6351820	80
16/12/2016	1006A	2016	12	5	143.875000	0.6750929	-1.8379350	1006.1970	52.943790	55	1.4603520	80
18/12/2016	1006A	2016	12	0	238.333300	0.9075726	-2.0189480	1003.4290	72.312960	55	0.7758320	80
19/12/2016	1006A	2016	12	1	265.478300	0.7439388	-1.9002410	1004.5450	75.860200	55	0.8962467	80
22/12/2016	1006A	2016	12	4	83.764710	0.1991580	0.4664914	1003.2410	51.781410	55	3.0566080	80
23/12/2016	1006A	2016	12	5	35.043480	0.1273188	-2.8623070	1009.0440	45.691460	55	1.9133360	80
24/12/2016	1006A	2016	12	6	124.625000	1.8933660	-3.3248540	1009.1820	62.018880	55	1.2546180	80
27/12/2016	1006A	2016	12	2	38.541670	0.1572518	-4.2409060	1013.3830	50.989150	55	1.8224230	80
29/12/2016	1006A	2016	12	4	66.863640	0.2460530	-5.5614620	1014.3400	46.290050	55	1.8576670	80
31/12/2016	1006A	2016	12	6	332.217400	1.0901640	-4.8676760	1006.3130	73.759220	55	0.8360188	80
2/01/2015	1007A	2015	1	5	55.434780	0.1792027	-2.9111020	1008.4470	30.469700	57	1.7618660	70
3/01/2015	1007A	2015	1	6	121.347800	0.8377289	-3.9570670	997.0419	43.095650	57	0.9162939	70
4/01/2015	1007A	2015	1	0	178.833300	0.2979369	-1.3198960	996.0720	42.010890	57	1.3808920	70
6/01/2015	1007A	2015	1	2	35.000000	0.1931714	-2.4821910	1007.1890	20.902060	57	2.6805040	70
8/01/2015	1007A	2015	1	4	125.904800	0.5783095	-3.5883200	1009.0860	52.700500	57	1.2280260	70
9/01/2015	1007A	2015	1	5	81.478260	0.1602451	-1.7007570	1008.3630	36.770110	57	2.2696420	70
10/01/2015	1007A	2015	1	6	154.583300	0.2879593	0.2451269	1002.4490	35.393960	57	2.0085520	70
11/01/2015	1007A	2015	1	0	43.608700	0.2550329	0.4399674	1011.4090	35.481580	57	2.0022030	70
12/01/2015	1007A	2015	1	1	147.550000	1.0971480	-3.4789070	1015.3680	56.936570	57	1.2846160	70
13/01/2015	1007A	2015	1	2	166.750000	2.0330540	-3.6492100	1010.9650	63.348170	57	1.1077680	70
16/01/2015	1007A	2015	1	5	101.636400	0.2450553	-2.5104480	1008.4540	48.401630	57	3.9607770	70
18/01/2015	1007A	2015	1	0	63.550000	0.3498208	-0.4664482	999.9250	42.189190	57	2.7636860	70
19/01/2015	1007A	2015	1	1	37.608700	0.3109079	-1.1706570	1004.4290	38.128650	57	1.6561540	70
20/01/2015	1007A	2015	1	2	91.166670	0.7698807	-2.6350250	1001.6670	57.528970	57	1.6927670	70
21/01/2015	1007A	2015	1	3	14.565220	0.1732161	-0.9735512	1007.2670	40.198140	57	2.7235520	70
22/01/2015	1007A	2015	1	4	97.500000	0.3308632	-3.2982340	1004.0310	49.836380	57	1.3722990	70
25/01/2015	1007A	2015	1	0	121.125000	2.2226290	-1.4240770	1004.3370	82.547150	57	1.2518830	70
27/01/2015	1007A	2015	1	2	15.458330	0.1492696	-6.0725930	1015.6720	30.114420	57	2.9210790	70
28/01/2015	1007A	2015	1	3	32.956520	0.4386221	-4.3556010	1012.9220	32.970030	57	1.4187680	70
29/01/2015	1007A	2015	1	4	56.714290	0.2041468	-2.5964240	1008.7670	41.782520	57	2.4312900	70
30/01/2015	1007A	2015	1	5	12.173910	0.1921736	-4.5377630	1014.8040	28.917300	57	2.6542240	70
31/01/2015	1007A	2015	1	6	35.083330	0.2031491	-5.2816980	1017.2700	29.249870	57	1.5523580	70
3/02/2015	1007A	2015	2	2	109.130400	0.8806329	-0.2313173	1011.0950	50.764230	57	2.0700000	69
4/02/2015	1007A	2015	2	3	10.217390	0.2530374	-0.5511880	1011.4410	29.630040	57	4.2932890	69
5/02/2015	1007A	2015	2	4	29.173910	0.1911759	0.1621562	1011.4950	33.714620	57	2.7069480	69
6/02/2015	1007A	2015	2	5	68.608700	0.2460530	0.0861219	1002.9460	38.524730	57	1.6343070	69
7/02/2015	1007A	2015	2	6	14.478260	0.1692250	-0.3214055	1009.0360	24.990690	57	3.8130920	69
8/02/2015	1007A	2015	2	0	26.458330	0.1692250	-5.7112910	1014.8860	19.711710	57	2.3028760	69
9/02/2015	1007A	2015	2	1	110.250000	0.3907293	-3.1794420	1007.6030	27.603510	57	1.5709550	69
11/02/2015	1007A	2015	2	3	40.000000	0.3049213	1.9597520	996.4088	29.499240	57	2.5985010	69
13/02/2015	1007A	2015	2	5	120.173900	0.6361799	-0.3002879	996.8337	46.084230	57	1.6407510	69
14/02/2015	1007A	2015	2	6	214.913000	1.0512510	2.0229500	992.0377	43.765100	57	1.4176060	69
16/02/2015	1007A	2015	2	1	128.333300	0.4246533	3.1304510	998.1421	45.286730	57	2.3525120	69
17/02/2015	1007A	2015	2	2	23.041670	0.3588007	3.0589350	1003.3850	37.027670	57	2.5006340	69
18/02/2015	1007A	2015	2	3	49.666670	0.1861870	1.5717870	1009.9420	42.871900	57	1.5388280	69
22/02/2015	1007A	2015	2	0	38.391300	0.2949436	-2.8273740	1002.7590	28.366980	57	3.9238340	69
23/02/2015	1007A	2015	2	1	63.636360	0.3727695	-1.7268060	1000.1890	40.106200	57	1.5245900	69
24/02/2015	1007A	2015	2	2	169.363600	1.1889430	-0.3315518	994.4097	58.859600	57	1.3013900	69
25/02/2015	1007A	2015	2	3	85.217390	0.2590240	1.4550340	998.5309	35.784000	57	3.3233480	69
26/02/2015	1007A	2015	2	4	12.208330	0.2450553	-0.7674122	1005.0970	29.373240	57	2.3036510	69
1/03/2015	1007A	2015	3	0	31.541670	0.2231044	3.2801390	1000.3420	35.588740	57	2.6993500	68
2/03/2015	1007A	2015	3	1	50.826090	0.3667829	4.0735030	992.0078	35.702870	57	2.2710530	68
3/03/2015	1007A	2015	3	2	7.458333	0.1782049	0.4937993	1002.8940	15.708420	57	4.8980410	68
4/03/2015	1007A	2015	3	3	25.850000	0.2400664	-1.6375670	1007.4290	20.543420	57	1.7147530	68
5/03/2015	1007A	2015	3	4	101.041700	0.7888383	0.1157493	1005.1470	26.879550	57	2.0372580	68
6/03/2015	1007A	2015	3	5	200.666700	1.2088980	2.3029240	998.5293	39.258690	57	1.8429660	68
9/03/2015	1007A	2015	3	1	9.000000	0.2101334	-0.9923731	1014.5850	14.606680	57	3.5433450	68
10/03/2015	1007A	2015	3	2	32.608700	0.2729928	0.1816718	1010.0420	20.108310	57	2.2023740	68
11/03/2015	1007A	2015	3	3	42.000000	0.1921736	3.2805980	1002.8640	20.899980	57	2.1092910	68
12/03/2015	1007A	2015	3	4	60.000000	0.3767605	4.3977280	996.3183	25.498910	57	1.7555270	68
13/03/2015	1007A	2015	3	5	72.583330	0.2360754	4.3566970	1001.1760	30.140690	57	1.9922510	68
14/03/2015	1007A	2015	3	6	101.791700	1.0811840	4.5731900	999.9913	42.206330	57	1.9196160	68
15/03/2015	1007A	2015	3	0	100.173900	0.5354055	8.3530840	996.8003	27.512750	57	2.2070990	68
17/03/2015	1007A	2015	3	2	185.695700	1.0891660	10.0753200	998.7371	45.549830	57	2.2206120	68
20/03/2015	1007A	2015	3	5	43.291670	0.6621219	11.7713000	997.7482	20.906220	57	1.9791860	68
21/03/2015	1007A	2015	3	6	16.695650	0.2280932	13.0955100	998.3615	11.001440	57	3.1613570	68
22/03/2015	1007A	2015	3	0	20.916670	0.2330821	8.5642710	1007.0490	16.631150	57	2.9591560	68
23/03/2015	1007A	2015	3	1	36.750000	0.2749883	8.1189810	1008.7690	23.303190	57	1.7535330	68
24/03/2015	1007A	2015	3	2	75.347830	0.3817494	8.4985290	1010.4020	29.617790	57	2.3462770	68
25/03/2015	1007A	2015	3	3	122.541700	1.1659940	9.8271020	1009.8400	42.812720	57	1.8920130	68
26/03/2015	1007A	2015	3	4	100.291700	0.8187713	12.4026200	1008.4430	38.844500	57	2.2737440	68
27/03/2015	1007A	2015	3	5	95.500000	1.2777440	12.9228700	1000.7230	39.334760	57	2.2357880	68
28/03/2015	1007A	2015	3	6	55.714290	0.9734252	16.1488800	993.7264	36.540150	57	3.1519470	68
2/04/2015	1007A	2015	4	4	31.750000	0.2380709	7.0204070	983.4262	77.194760	57	2.2385020	105
3/04/2015	1007A	2015	4	5	28.791670	0.4485997	10.7054300	991.4750	55.312330	57	2.5636430	105
6/04/2015	1007A	2015	4	1	20.875000	0.4705506	6.2013400	1009.3730	25.769400	57	3.5470130	105
7/04/2015	1007A	2015	4	2	25.958330	0.2041468	6.7472950	1010.5620	30.083570	57	2.1034930	105
8/04/2015	1007A	2015	4	3	98.863640	0.9714296	7.6091550	1003.8990	46.229850	57	2.1434710	105
9/04/2015	1007A	2015	4	4	167.347800	1.5241930	10.4812700	999.8694	56.403690	57	1.8420170	105
13/04/2015	1007A	2015	4	1	27.428570	0.7560317	10.0662700	1004.9880	45.126840	57	2.6828420	105
14/04/2015	1007A	2015	4	2	59.368420	0.3455951	15.0495000	989.1685	40.571640	57	1.9351980	105
16/04/2015	1007A	2015	4	4	31.521740	0.3938339	15.0475000	991.7438	13.279480	57	4.3254800	105
17/04/2015	1007A	2015	4	5	105.615400	0.2889570	15.9331100	989.1858	29.241080	57	2.1558620	105
20/04/2015	1007A	2015	4	1	86.909090	0.4547630	14.2834700	994.9311	41.213520	57	1.9193420	105
22/04/2015	1007A	2015	4	3	48.500000	0.4261380	17.1198700	997.2979	33.300900	57	2.2377210	105
23/04/2015	1007A	2015	4	4	55.500000	0.3985391	19.7192700	995.1104	33.260630	57	2.4614540	105
24/04/2015	1007A	2015	4	5	63.571430	0.3324645	17.8159000	1000.9520	29.998380	57	1.9514570	105
25/04/2015	1007A	2015	4	6	81.772730	0.5519663	20.9479000	995.2840	33.070790	57	1.9658570	105
26/04/2015	1007A	2015	4	0	102.454500	0.6751045	22.8894200	990.5084	40.449040	57	2.4105340	105
29/04/2015	1007A	2015	4	3	112.666700	1.3882820	20.3080600	993.2225	64.165620	57	1.9003910	105
30/04/2015	1007A	2015	4	4	109.318200	1.2304920	22.2298000	991.1188	61.580320	57	2.2657480	105
2/05/2015	1007A	2015	5	6	45.913040	0.8297275	17.8278300	990.5898	72.178720	57	1.7095640	115
3/05/2015	1007A	2015	5	0	49.863640	0.2590240	17.9360800	994.0757	33.746470	57	3.3711570	115
4/05/2015	1007A	2015	5	1	26.416670	0.1582496	17.1334500	995.2639	21.701220	57	2.9673380	115
5/05/2015	1007A	2015	5	2	52.090910	0.4934993	18.6640100	985.9033	35.793380	57	1.9869860	115
8/05/2015	1007A	2015	5	5	66.846150	0.7593413	17.4029800	989.8478	48.992770	57	2.0179270	115
15/05/2015	1007A	2015	5	5	21.272730	0.4725279	19.8982100	994.6555	33.922400	57	2.4456490	115
16/05/2015	1007A	2015	5	6	48.000000	0.3205727	20.2085800	990.4077	39.149750	57	2.0976740	115
18/05/2015	1007A	2015	5	1	54.954550	0.2121290	21.6071700	982.2481	39.595450	57	3.2737990	115
19/05/2015	1007A	2015	5	2	9.260870	0.1831937	20.5988900	988.4547	20.248640	57	3.6890840	115
20/05/2015	1007A	2015	5	3	15.800000	0.5565092	21.7629600	995.6950	29.047230	57	2.7715250	115
22/05/2015	1007A	2015	5	5	46.214290	0.7804346	21.6199800	989.9103	42.536200	57	1.7140310	115
23/05/2015	1007A	2015	5	6	106.130400	0.7628963	23.3912400	988.6918	47.351620	57	1.7322580	115
24/05/2015	1007A	2015	5	0	126.956500	1.0653380	24.6090000	987.2935	47.036080	57	1.9123170	115
25/05/2015	1007A	2015	5	1	113.173900	0.9384458	25.8679300	986.3649	44.735220	57	2.0864360	115
26/05/2015	1007A	2015	5	2	90.400000	1.0819140	26.9942900	986.4327	44.186580	57	2.4288710	115
27/05/2015	1007A	2015	5	3	95.050000	1.1640300	25.1686100	985.4533	50.185450	57	1.9756510	115
29/05/2015	1007A	2015	5	5	66.043480	0.6760906	23.8814000	986.3378	55.389760	57	1.7568010	115
30/05/2015	1007A	2015	5	6	55.909090	0.7512537	23.2469700	987.8147	47.345580	57	2.0266730	115
31/05/2015	1007A	2015	5	0	54.142860	0.7657182	25.9667200	981.8392	47.893260	57	2.2765280	115
2/06/2015	1007A	2015	6	2	37.095240	0.2811361	26.0172600	989.0040	28.675760	57	3.3218060	122
3/06/2015	1007A	2015	6	3	39.086960	0.3039235	24.0255400	993.5375	33.321210	57	1.6122270	122
5/06/2015	1007A	2015	6	5	37.333330	0.6130409	22.3812400	979.2381	61.417360	57	1.7408990	122
6/06/2015	1007A	2015	6	6	32.600000	0.7698807	22.9433000	982.5383	55.810510	57	2.3972560	122
8/06/2015	1007A	2015	6	1	23.000000	0.1382942	21.3497200	985.6274	53.982660	57	1.6445340	122
13/06/2015	1007A	2015	6	6	11.318180	0.3139012	22.1892900	985.0003	61.757420	57	2.1451800	122
14/06/2015	1007A	2015	6	0	19.260870	0.3208856	24.2500300	988.9812	56.195770	57	1.7121110	122
16/06/2015	1007A	2015	6	2	101.777800	1.6001310	25.3455800	984.7142	56.820400	57	1.6811210	122
18/06/2015	1007A	2015	6	4	18.176470	0.3083955	25.7138100	987.1797	37.893280	57	2.2516680	122
20/06/2015	1007A	2015	6	6	21.625000	0.1748489	23.6613000	992.1735	54.314130	57	1.5157570	122
22/06/2015	1007A	2015	6	1	89.521740	1.3715340	25.1216500	986.3556	54.044330	57	1.7673810	122
30/06/2015	1007A	2015	6	2	16.190480	0.3770466	21.4696200	983.9427	64.778230	57	2.1358990	122
3/07/2015	1007A	2015	7	5	26.750000	0.4876846	24.6747600	988.4837	41.664600	57	2.2131360	117
5/07/2015	1007A	2015	7	0	70.250000	1.4712280	22.8068800	990.3454	62.750130	57	1.8930060	117
6/07/2015	1007A	2015	7	1	72.333330	2.8701800	24.5133000	990.8712	59.397880	57	1.8443230	117
7/07/2015	1007A	2015	7	2	65.875000	1.1159870	26.1387300	989.5747	56.660810	57	1.7423650	117
8/07/2015	1007A	2015	7	3	121.087000	2.2705220	26.9135300	990.6798	58.932480	57	1.9384880	117
9/07/2015	1007A	2015	7	4	80.625000	1.2870170	27.3712100	992.8975	52.263480	57	2.0725860	117
10/07/2015	1007A	2015	7	5	55.791670	1.7945870	27.2826300	991.1845	54.250260	57	2.0549990	117
11/07/2015	1007A	2015	7	6	108.416700	2.3064420	28.0365000	988.0811	58.678760	57	1.3837060	117
12/07/2015	1007A	2015	7	0	137.294100	0.7583525	29.5803000	981.2589	55.078990	57	1.3496080	117
13/07/2015	1007A	2015	7	1	65.000000	0.5139384	30.8666300	978.9809	46.755830	57	1.5214760	117
23/07/2015	1007A	2015	7	4	38.052630	0.5802294	25.3906700	984.7253	75.036930	57	1.1025270	117
24/07/2015	1007A	2015	7	5	44.277780	0.5586082	25.7029600	982.5471	70.210300	57	1.4931800	117
25/07/2015	1007A	2015	7	6	84.666670	1.1473490	26.5587700	981.8125	71.271190	57	1.3845210	117
29/07/2015	1007A	2015	7	3	73.666670	1.7187570	27.0988400	982.2195	77.698080	57	1.5090490	117
2/08/2015	1007A	2015	8	0	84.041670	1.0103430	25.6312400	983.5555	84.749740	57	1.0863990	126
4/08/2015	1007A	2015	8	2	20.347830	0.1233277	24.5001900	982.5920	65.924970	57	1.7777940	126
6/08/2015	1007A	2015	8	4	52.347830	1.7398400	24.7815400	987.3665	74.679300	57	1.2059500	126
7/08/2015	1007A	2015	8	5	98.291670	3.4229430	24.9043200	992.6351	81.266680	57	1.4049700	126
8/08/2015	1007A	2015	8	6	38.782610	0.4266489	24.0259800	993.6340	77.833330	57	1.4092930	126
9/08/2015	1007A	2015	8	0	55.166670	0.6331866	26.4635700	991.6136	73.757940	57	1.1728420	126
10/08/2015	1007A	2015	8	1	46.541670	0.1522629	27.6836700	990.5576	63.690560	57	1.2481150	126
11/08/2015	1007A	2015	8	2	95.173910	0.7948249	27.6323200	989.5801	66.726640	57	1.2662230	126
12/08/2015	1007A	2015	8	3	76.130430	0.6100559	27.9004200	987.5209	66.509240	57	1.8110470	126
13/08/2015	1007A	2015	8	4	120.956500	1.3837950	28.2516900	984.9636	65.505430	57	1.6904820	126
15/08/2015	1007A	2015	8	6	26.478260	0.1233277	26.0332800	986.2025	55.665700	57	1.4239540	126
16/08/2015	1007A	2015	8	0	38.695650	0.3470056	26.7942600	986.5084	57.155650	57	1.3810340	126
19/08/2015	1007A	2015	8	3	51.260870	0.6262023	23.5570400	991.7022	74.018530	57	1.7862730	126
20/08/2015	1007A	2015	8	4	35.304350	0.1752116	24.4186400	989.0679	66.684770	57	1.6191310	126
21/08/2015	1007A	2015	8	5	14.727270	0.1746156	25.2905900	986.8460	53.746660	57	1.3346190	126
22/08/2015	1007A	2015	8	6	18.272730	0.1762094	25.2834400	986.3439	59.417000	57	1.6304430	126
23/08/2015	1007A	2015	8	0	28.086960	0.5094635	22.5436900	989.8666	74.808100	57	1.4012980	126
26/08/2015	1007A	2015	8	3	13.190480	0.1851893	24.2467600	990.3379	66.594080	57	1.2727120	126
28/08/2015	1007A	2015	8	5	17.272730	0.3481846	24.3829300	988.7353	63.623910	57	1.7317040	126
2/09/2015	1007A	2015	9	3	9.761905	0.2181156	22.9844600	994.0637	72.122590	57	1.3498570	121
3/09/2015	1007A	2015	9	4	13.619050	0.3438342	24.0323500	994.7904	68.951430	57	1.2790960	121
6/09/2015	1007A	2015	9	0	16.956520	0.2799771	20.8253800	993.7889	72.329020	57	1.0962910	121
7/09/2015	1007A	2015	9	1	23.869570	0.4337760	21.1818400	994.0397	72.307320	57	1.2762350	121
12/09/2015	1007A	2015	9	6	8.565217	0.1283165	18.0636700	997.6990	50.024840	57	2.7495050	121
13/09/2015	1007A	2015	9	0	19.086960	0.2271697	19.5417600	997.0168	58.614980	57	1.4081110	121
15/09/2015	1007A	2015	9	2	106.291700	1.3366120	18.6519900	999.9974	70.611070	57	1.1841850	121
16/09/2015	1007A	2015	9	3	125.714300	1.2854630	19.1225900	998.6858	75.248790	57	1.2789150	121
17/09/2015	1007A	2015	9	4	142.695700	1.7955850	20.5383000	997.6446	77.242480	57	1.1977160	121
18/09/2015	1007A	2015	9	5	81.083330	0.1742138	21.7972800	997.2895	70.493120	57	1.3172420	121
19/09/2015	1007A	2015	9	6	21.583330	0.1956044	20.2930800	997.6282	59.933010	57	1.2441330	121
20/09/2015	1007A	2015	9	0	69.142860	2.0550050	20.2156200	993.7033	72.404840	57	1.3848530	121
21/09/2015	1007A	2015	9	1	106.500000	1.2408270	20.8996800	991.9410	67.506110	57	1.3967060	121
24/09/2015	1007A	2015	9	4	97.956520	2.8821530	19.4142200	990.0343	80.817900	57	1.4063110	121
25/09/2015	1007A	2015	9	5	20.142860	0.2117705	17.8820200	991.8526	64.990830	57	1.6478450	121
26/09/2015	1007A	2015	9	6	37.958330	0.3411343	17.1826500	993.9683	62.723710	57	1.3531000	121
27/09/2015	1007A	2015	9	0	50.695650	0.4436772	19.6142900	994.8618	61.171270	57	1.2081210	121
1/10/2015	1007A	2015	10	4	11.650000	0.1120019	15.3569900	993.3251	52.182610	57	3.5008720	119
2/10/2015	1007A	2015	10	5	23.545450	0.1283165	16.5933700	991.9167	55.138740	57	1.9544680	119
3/10/2015	1007A	2015	10	6	26.833330	0.1489552	17.1852900	999.9314	57.688810	57	1.5616300	119
4/10/2015	1007A	2015	10	0	97.636360	1.0909740	16.5498000	1002.6070	73.573210	57	0.9976606	119
5/10/2015	1007A	2015	10	1	195.913000	2.2126520	16.9617400	998.9451	77.216500	57	1.1828090	119
7/10/2015	1007A	2015	10	3	276.045500	2.6606490	19.1643900	994.9761	73.168190	57	1.6464660	119
8/10/2015	1007A	2015	10	4	8.347826	0.1336026	14.5805500	999.7623	28.880180	57	3.1705560	119
9/10/2015	1007A	2015	10	5	12.217390	0.1462763	12.8856800	991.9833	36.628360	57	3.5465110	119
11/10/2015	1007A	2015	10	0	6.166667	0.2286417	14.4943600	998.0380	39.562990	57	2.8555330	119
12/10/2015	1007A	2015	10	1	15.523810	0.1295205	14.4979800	1001.5170	46.127710	57	1.4493320	119
13/10/2015	1007A	2015	10	2	29.611110	0.1851212	14.9784800	1000.6520	52.877790	57	0.9793860	119
15/10/2015	1007A	2015	10	4	103.333300	0.4555841	15.3021300	997.5636	69.746890	57	1.0754940	119
16/10/2015	1007A	2015	10	5	180.750000	1.6918170	15.4003800	998.1577	72.981380	57	1.0677050	119
17/10/2015	1007A	2015	10	6	291.954500	2.5189660	15.4189500	997.5914	74.912930	57	1.0007400	119
19/10/2015	1007A	2015	10	1	35.846150	0.5344077	12.7009900	996.9305	70.115390	57	1.2056500	119
23/10/2015	1007A	2015	10	5	49.227270	0.3554869	11.7739500	998.6974	80.842120	57	1.3253420	119
27/10/2015	1007A	2015	10	2	11.318180	0.2139589	8.7907200	996.6115	45.188480	57	2.1577170	119
28/10/2015	1007A	2015	10	3	6.695652	0.1223299	8.0004440	1002.6020	40.478430	57	2.2599070	119
29/10/2015	1007A	2015	10	4	7.863636	0.1742138	6.3942280	1006.7820	36.261820	57	2.7356730	119
30/10/2015	1007A	2015	10	5	20.565220	0.1323076	5.5778190	1010.7000	50.027400	57	1.4567950	119
31/10/2015	1007A	2015	10	6	44.083330	0.2031324	6.4288260	1010.9910	56.120310	57	1.1178080	119
1/11/2015	1007A	2015	11	0	64.937500	0.1875336	7.4500650	1004.0910	58.901850	57	1.3237570	79
2/11/2015	1007A	2015	11	1	84.727270	0.2320843	8.1809250	1001.5420	59.583220	57	1.0856070	79
3/11/2015	1007A	2015	11	2	136.565200	1.2518020	8.9493320	1002.3240	65.620880	57	1.3331430	79
4/11/2015	1007A	2015	11	3	210.285700	3.2054300	9.8165530	1002.8290	71.394240	57	0.9620259	79
29/11/2015	1007A	2015	11	0	276.809500	0.7678852	-0.9345190	1005.8990	77.079770	57	1.1402880	79
30/11/2015	1007A	2015	11	1	329.190500	3.0118630	-2.7887890	1004.2150	82.956930	57	0.9305404	79
2/12/2015	1007A	2015	12	3	6.294118	0.1921736	-0.0925444	1000.1480	45.263760	57	4.2822550	83
3/12/2015	1007A	2015	12	4	7.956522	0.3478253	-1.6517060	1003.4200	36.385340	57	4.7481390	83
4/12/2015	1007A	2015	12	5	28.000000	0.1323076	-1.1041680	1006.4390	45.276360	57	2.5760140	83
5/12/2015	1007A	2015	12	6	64.347830	0.1323076	-0.5173213	1008.5610	57.304140	57	1.6593930	83
6/12/2015	1007A	2015	12	0	114.869600	1.7207530	-0.9781319	1008.9940	69.861900	57	1.0050370	83
7/12/2015	1007A	2015	12	1	191.863600	3.0038810	0.2120766	1011.5210	76.459930	57	1.0248580	83
10/12/2015	1007A	2015	12	4	118.200000	0.1163433	1.9156600	1005.3310	64.188710	57	2.0871500	83
11/12/2015	1007A	2015	12	5	48.950000	0.2410642	-0.9723812	1008.2400	57.850980	57	1.0257390	83
12/12/2015	1007A	2015	12	6	100.409100	0.7828517	-0.6984936	1005.4330	69.861770	57	0.9880547	83
13/12/2015	1007A	2015	12	0	190.000000	0.9205435	-0.6947349	1006.1100	75.153500	57	1.0083400	83
14/12/2015	1007A	2015	12	1	61.846150	0.2131267	0.5829605	1002.9130	78.884410	57	1.8112770	83
15/12/2015	1007A	2015	12	2	4.625000	0.1333054	-0.6893675	1005.5030	39.446050	57	4.0992960	83
16/12/2015	1007A	2015	12	3	6.652174	0.1103567	-2.9557640	1010.7840	34.375560	57	4.1752770	83
17/12/2015	1007A	2015	12	4	65.000000	0.2191133	-3.8619330	1011.9380	45.741920	57	1.8111910	83
18/12/2015	1007A	2015	12	5	69.347830	0.1582496	-2.0719140	1012.9820	52.430420	57	1.6720280	83
22/12/2015	1007A	2015	12	2	302.875000	3.0118630	-3.3450880	1006.9900	83.069470	57	1.1663900	83
23/12/2015	1007A	2015	12	3	297.708300	0.7479298	-1.9154600	1006.0630	76.290340	57	1.0977400	83
24/12/2015	1007A	2015	12	4	98.125000	0.7569097	-1.5684040	1006.5960	67.148360	57	1.4193260	83
25/12/2015	1007A	2015	12	5	450.000000	2.3543350	-3.4046270	998.6013	79.162140	57	1.5651200	83
28/12/2015	1007A	2015	12	1	125.916700	0.5643407	-4.7565630	1014.1000	62.377840	57	1.1447490	83
30/12/2015	1007A	2015	12	3	60.181820	0.1382942	-0.7115608	1009.8270	54.561110	57	2.7019370	83
31/12/2015	1007A	2015	12	4	69.291670	0.3538119	-3.5501520	1011.6820	61.776730	57	0.8101864	83
1/01/2016	1007A	2016	1	5	158.458300	0.7140058	-3.2613430	1003.2930	68.780850	57	0.6776226	78
2/01/2016	1007A	2016	1	6	226.083300	0.7299700	-1.6799890	999.7373	69.492230	57	1.0575800	78
3/01/2016	1007A	2016	1	0	286.041700	1.9801720	-2.0721880	1001.7510	74.562820	57	1.5207930	78
5/01/2016	1007A	2016	1	2	35.666670	0.1542585	-5.5315020	1009.2960	35.374590	57	2.1206540	78
6/01/2016	1007A	2016	1	3	35.166670	0.1333054	-5.1113420	1010.0610	44.130070	57	2.5655750	78
7/01/2016	1007A	2016	1	4	10.541670	0.1293143	-5.4456830	1011.0360	38.004230	57	3.2013790	78
8/01/2016	1007A	2016	1	5	34.666670	0.1143478	-5.2249750	1007.1770	38.923250	57	2.3906270	78
9/01/2016	1007A	2016	1	6	73.541670	0.2430597	-5.1352080	1004.3610	48.183320	57	1.2865160	78
11/01/2016	1007A	2016	1	1	9.041667	0.1353009	-7.3659290	1015.0230	35.340890	57	3.3499490	78
12/01/2016	1007A	2016	1	2	12.416670	0.1382942	-8.1387900	1011.7170	34.437420	57	2.8002700	78
13/01/2016	1007A	2016	1	3	22.173910	0.1362987	-6.1298900	1003.7550	32.221500	57	2.1503480	78
15/01/2016	1007A	2016	1	5	86.583330	0.2520396	-4.2353940	997.1806	44.261950	57	1.1622470	78
17/01/2016	1007A	2016	1	0	42.750000	0.2201111	-7.8748130	1005.3730	51.268610	57	2.8287190	78
18/01/2016	1007A	2016	1	1	7.541667	0.1851893	-10.4985200	1006.0750	31.734240	57	3.6467080	78
19/01/2016	1007A	2016	1	2	61.416670	0.4186667	-9.5167440	1009.6320	40.367870	57	1.5999570	78
20/01/2016	1007A	2016	1	3	107.791700	0.8397244	-7.3215730	1012.8930	48.623670	57	1.5096530	78
25/01/2016	1007A	2016	1	1	24.250000	0.1622406	-6.7597380	1010.2730	30.820810	57	2.5444800	78
26/01/2016	1007A	2016	1	2	32.375000	0.1792027	-5.7570190	1007.2330	31.511620	57	2.8273710	78
27/01/2016	1007A	2016	1	3	100.375000	0.5713251	-6.3896600	1006.6420	41.039940	57	1.1221840	78
28/01/2016	1007A	2016	1	4	114.409100	0.6890616	-4.3611480	1008.7100	41.409370	57	1.5690390	78
29/01/2016	1007A	2016	1	5	56.083330	1.3346170	-6.5202820	1013.4740	45.347930	57	1.6109580	78
31/01/2016	1007A	2016	1	0	10.083330	0.1293143	-6.7913670	1016.4160	34.683460	57	3.0263480	78
1/02/2016	1007A	2016	2	1	14.666670	0.1552563	-4.9712910	1015.1020	37.332560	57	2.1914210	67
2/02/2016	1007A	2016	2	2	32.416670	0.2380709	-4.6388810	1010.4880	37.888270	57	1.5549230	67
3/02/2016	1007A	2016	2	3	39.047620	0.2739905	-3.9552930	1007.4530	38.870050	57	1.3020110	67
6/02/2016	1007A	2016	2	6	27.958330	0.1851893	-1.9786910	1008.8740	32.324110	57	2.4982610	67
7/02/2016	1007A	2016	2	0	26.772730	0.2121290	-1.5099770	1000.0410	34.954200	57	2.2618790	67
8/02/2016	1007A	2016	2	1	241.333300	0.1482719	1.9696540	994.8642	30.687450	57	2.5749270	67
9/02/2016	1007A	2016	2	2	35.125000	0.3178923	1.2017430	1000.7760	40.614120	57	1.5050950	67
10/02/2016	1007A	2016	2	3	93.041670	0.9355100	1.0113280	997.3586	42.087940	57	1.3399820	67
14/02/2016	1007A	2016	2	0	5.916667	0.1402897	-5.8606720	1011.0180	31.771470	57	4.5995110	67
15/02/2016	1007A	2016	2	1	6.291667	0.1582496	-2.9094250	1005.9050	35.866900	57	3.8346220	67
16/02/2016	1007A	2016	2	2	5.375000	0.1263210	0.8769775	1002.5590	38.168840	57	3.4332390	67
17/02/2016	1007A	2016	2	3	42.541670	0.3268722	1.4721390	1001.9410	44.191630	57	1.8761590	67
18/02/2016	1007A	2016	2	4	13.333330	0.1402897	2.8693250	1000.0620	29.992860	57	3.0192080	67
19/02/2016	1007A	2016	2	5	15.750000	0.2051446	0.9867699	1007.6200	33.582890	57	3.0854960	67
20/02/2016	1007A	2016	2	6	13.304350	0.2011535	-2.0580010	1009.5670	27.734330	57	2.5942330	67
22/02/2016	1007A	2016	2	1	72.125000	0.3508186	-0.3022429	1006.7290	48.025030	57	2.6719320	67
23/02/2016	1007A	2016	2	2	7.750000	0.1841915	-2.0189740	1016.9840	27.054840	57	3.1247540	67
24/02/2016	1007A	2016	2	3	24.625000	0.3288677	-2.1761380	1014.0940	33.765610	57	2.0945890	67
26/02/2016	1007A	2016	2	5	34.409090	0.5653385	0.5034254	1005.2900	34.896540	57	2.2209410	67
29/02/2016	1007A	2016	2	1	33.260870	0.3647873	-1.6262620	1012.1750	31.766730	57	1.8744730	67
1/03/2016	1007A	2016	3	2	118.333300	0.4765372	2.0163390	1003.2500	41.824950	57	1.4654790	72
2/03/2016	1007A	2016	3	3	159.916700	0.4216600	7.4144000	996.2104	42.473400	57	1.4895670	72
5/03/2016	1007A	2016	3	6	69.958330	0.7499254	6.9527770	999.6934	25.286760	57	3.2716470	72
7/03/2016	1007A	2016	3	1	32.181820	0.2131267	4.4926760	1001.1070	30.688390	57	3.2605760	72
8/03/2016	1007A	2016	3	2	9.304348	0.2290910	0.3106202	1009.6330	16.073630	57	3.6623780	72
9/03/2016	1007A	2016	3	3	9.541667	0.2929481	-0.5687188	1012.3720	20.347990	57	3.6301520	72
10/03/2016	1007A	2016	3	4	9.000000	0.1742138	0.7647712	1010.1470	20.643460	57	2.9915430	72
11/03/2016	1007A	2016	3	5	21.041670	0.2101334	0.8918274	1003.7530	27.440190	57	1.8336480	72
13/03/2016	1007A	2016	3	0	27.727270	0.1732161	4.7780920	1003.7900	29.055950	57	2.6865830	72
14/03/2016	1007A	2016	3	1	72.857140	0.3697762	6.1211220	1002.3200	33.110030	57	1.9808880	72
16/03/2016	1007A	2016	3	3	246.782600	1.4194270	8.2436100	995.9662	55.872380	57	1.5562320	72
17/03/2016	1007A	2016	3	4	308.318200	2.1258460	10.1163200	991.9518	56.481580	57	1.2187000	72
18/03/2016	1007A	2016	3	5	208.043500	0.6920549	11.8461800	992.1749	45.632350	57	1.8749290	72
20/03/2016	1007A	2016	3	0	63.416670	0.4076913	9.8840040	1005.2960	41.069820	57	1.0874960	72
21/03/2016	1007A	2016	3	1	117.666700	0.9145569	10.8326900	1002.1980	40.399790	57	1.5416410	72
23/03/2016	1007A	2016	3	3	21.956520	0.2470508	8.3875430	1010.8400	26.507570	57	3.4571890	72
24/03/2016	1007A	2016	3	4	13.416670	0.1792027	7.1985210	1011.6140	23.996920	57	2.0300110	72
25/03/2016	1007A	2016	3	5	17.833330	0.2460530	7.5123060	1008.2130	28.090300	57	2.0490660	72
26/03/2016	1007A	2016	3	6	12.583330	0.2141245	10.2875400	1004.7250	24.706410	57	2.4389970	72
27/03/2016	1007A	2016	3	0	16.041670	0.1901781	12.4140900	999.1876	21.384150	57	1.9299830	72
29/03/2016	1007A	2016	3	2	20.916670	0.3927248	14.6974900	996.2605	24.717650	57	2.5773450	72
30/03/2016	1007A	2016	3	3	28.291670	0.2390687	13.9862300	996.4481	26.470760	57	2.2465090	72
1/04/2016	1007A	2016	4	5	31.333330	0.2430597	16.2941500	988.6107	40.994020	57	3.3250930	105
3/04/2016	1007A	2016	4	0	18.173910	0.1786380	13.0032200	1001.3830	17.758190	57	1.8518550	105
4/04/2016	1007A	2016	4	1	64.875000	0.5244300	13.0828200	992.7235	37.944530	57	1.8923200	105
5/04/2016	1007A	2016	4	2	110.791700	1.5481390	14.4493200	992.1302	46.374050	57	2.3500410	105
7/04/2016	1007A	2016	4	4	85.333330	0.2630151	16.3046200	991.6278	38.553840	57	2.4936670	105
8/04/2016	1007A	2016	4	5	21.708330	0.2928544	16.1912900	994.5064	13.206680	57	3.3937660	105
9/04/2016	1007A	2016	4	6	65.375000	0.5962693	15.8522900	989.8710	30.099590	57	2.4590320	105
10/04/2016	1007A	2016	4	0	44.666670	0.4925466	12.4389400	996.7610	26.409790	57	2.2524090	105
11/04/2016	1007A	2016	4	1	34.333330	0.8457110	9.8887240	997.5244	35.330000	57	2.6497110	105
12/04/2016	1007A	2016	4	2	69.833330	0.5423898	11.0547400	987.7046	66.579530	57	1.5807360	105
13/04/2016	1007A	2016	4	3	100.125000	0.7074719	15.6023100	984.8461	54.156690	57	2.3611730	105
14/04/2016	1007A	2016	4	4	23.833330	0.3138825	16.5456800	994.3363	25.157460	57	2.9575290	105
17/04/2016	1007A	2016	4	0	13.642860	0.2380709	13.5322100	991.4067	24.395670	57	3.4837620	105
18/04/2016	1007A	2016	4	1	28.842110	0.3540223	13.3454800	993.2099	30.091380	57	2.2997130	105
20/04/2016	1007A	2016	4	3	64.176470	0.5157200	16.3856300	992.9079	45.129200	57	2.0023400	105
21/04/2016	1007A	2016	4	4	87.478260	0.2008134	19.1248500	984.4559	35.529090	57	2.6398330	105
22/04/2016	1007A	2016	4	5	25.086960	0.1662317	18.7856200	989.5516	12.391740	57	3.2483540	105
24/04/2016	1007A	2016	4	0	73.958330	0.8133059	16.5102900	990.9244	38.247120	57	1.9142490	105
25/04/2016	1007A	2016	4	1	85.583330	1.0573860	20.5404700	991.8151	48.476550	57	2.6260700	105
26/04/2016	1007A	2016	4	2	70.708330	1.3150880	17.3523600	995.6538	45.995200	57	2.3423190	105
28/04/2016	1007A	2016	4	4	80.125000	0.9367835	18.2103300	994.4469	53.270990	57	2.1207720	105
29/04/2016	1007A	2016	4	5	113.666700	1.5680940	18.9388500	987.9752	52.778510	57	2.1364030	105
30/04/2016	1007A	2016	4	6	153.333300	1.0901640	21.8839000	983.1768	54.989960	57	2.2067590	105
3/05/2016	1007A	2016	5	2	18.875000	0.2158414	17.2834600	982.5985	40.936110	57	3.4228370	120
5/05/2016	1007A	2016	5	4	51.695650	0.4295914	19.3277200	985.8250	40.247260	57	2.5253910	120
6/05/2016	1007A	2016	5	5	63.500000	0.1811982	18.2615000	991.9314	22.957980	57	4.1457690	120
7/05/2016	1007A	2016	5	6	19.625000	0.1229440	19.0383900	997.4824	22.725430	57	2.0051330	120
8/05/2016	1007A	2016	5	0	52.000000	0.6361660	19.1193200	992.9599	40.466950	57	2.2443600	120
10/05/2016	1007A	2016	5	2	37.666670	0.3335149	18.9672000	989.9029	56.576910	57	1.5852150	120
16/05/2016	1007A	2016	5	1	23.285710	0.1162966	20.7099800	989.1110	33.791840	57	2.5683170	120
17/05/2016	1007A	2016	5	2	53.391300	0.5785503	22.8520600	989.3586	40.887960	57	2.2965040	120
21/05/2016	1007A	2016	5	6	72.958330	0.7151231	21.8549100	998.6967	44.159260	57	2.3463240	120
22/05/2016	1007A	2016	5	0	48.850000	0.6202157	22.2041700	997.9269	38.701510	57	1.6244620	120
24/05/2016	1007A	2016	5	2	22.937500	0.2650106	19.4490200	984.2698	51.126300	57	2.8560270	120
26/05/2016	1007A	2016	5	4	25.173910	0.2903619	22.1311100	990.0725	35.947170	57	2.5611560	120
28/05/2016	1007A	2016	5	6	40.583330	0.5144524	22.7163600	986.5482	45.634050	57	1.9967650	120
29/05/2016	1007A	2016	5	0	28.916670	0.1442808	23.5324800	987.3993	33.242700	57	2.6485650	120
30/05/2016	1007A	2016	5	1	77.500000	0.7678852	25.2409100	983.7972	45.729640	57	1.9063910	120
2/06/2016	1007A	2016	6	4	45.083330	0.6454346	24.1235500	990.0845	37.678920	57	1.6830930	124
5/06/2016	1007A	2016	6	0	72.708330	1.9831650	23.7253500	990.0468	52.221720	57	1.8437200	124
6/06/2016	1007A	2016	6	1	85.166670	2.1268440	23.3243600	989.8969	60.697620	57	1.6623740	124
7/06/2016	1007A	2016	6	2	55.000000	0.4286444	21.7826500	991.4732	71.040550	57	2.0205880	124
8/06/2016	1007A	2016	6	3	123.875000	0.8189683	23.4566600	988.8211	67.161340	57	1.6743370	124
9/06/2016	1007A	2016	6	4	100.000000	0.8836262	26.0899900	986.0116	55.854740	57	2.5962550	124
11/06/2016	1007A	2016	6	6	8.916667	0.1432830	24.3991000	988.1625	39.648190	57	2.1868590	124
15/06/2016	1007A	2016	6	3	21.333330	0.3091231	23.1975800	982.9750	57.377390	57	2.0128400	124
16/06/2016	1007A	2016	6	4	29.695650	0.3617940	25.8100500	979.6951	50.072060	57	1.6929810	124
18/06/2016	1007A	2016	6	6	39.291670	0.5561268	25.2203900	985.2419	56.199090	57	1.8237070	124
19/06/2016	1007A	2016	6	0	60.086960	0.2699995	26.9657200	985.9468	49.034380	57	1.8586520	124
20/06/2016	1007A	2016	6	1	92.350000	1.7067840	27.1250700	983.2177	60.441090	57	1.8487700	124
21/06/2016	1007A	2016	6	2	84.458330	1.5461430	27.1487600	982.5158	67.442620	57	1.7465800	124
22/06/2016	1007A	2016	6	3	51.458330	1.1886600	26.5791800	982.8554	67.689430	57	1.7340450	124
24/06/2016	1007A	2016	6	5	13.045450	0.2096268	25.6610100	986.7629	37.992580	57	2.3094220	124
25/06/2016	1007A	2016	6	6	15.625000	0.4277760	27.8156000	988.1902	32.546140	57	2.1540500	124
26/06/2016	1007A	2016	6	0	37.125000	0.5743184	28.6161600	986.3517	35.049070	57	2.2826130	124
27/06/2016	1007A	2016	6	1	56.500000	1.4483620	24.7318000	984.1013	55.890490	57	2.1657920	124
30/06/2016	1007A	2016	6	4	62.125000	0.5491342	24.6465300	984.3173	72.601510	57	1.6239970	124
1/07/2016	1007A	2016	7	5	13.708330	0.2809749	25.2804400	984.8789	55.811230	57	1.6209980	128
2/07/2016	1007A	2016	7	6	46.000000	0.1602451	25.7561000	985.7364	59.093200	57	1.4144800	128
5/07/2016	1007A	2016	7	2	96.875000	2.1408130	26.3079000	990.9001	65.018050	57	1.8081510	128
8/07/2016	1007A	2016	7	5	93.458330	3.5626310	27.4747700	988.9634	69.840260	57	1.8112270	128
9/07/2016	1007A	2016	7	6	78.000000	1.2871140	29.1175000	985.8037	68.392140	57	1.6853840	128
10/07/2016	1007A	2016	7	0	87.125000	0.9202070	29.8101600	983.5500	64.216050	57	1.9430390	128
13/07/2016	1007A	2016	7	3	21.458330	0.4093283	27.9465500	985.1604	61.815570	57	1.3534660	128
17/07/2016	1007A	2016	7	0	74.291670	2.2046700	25.0506600	987.3237	69.122010	57	1.1678500	128
24/07/2016	1007A	2016	7	0	98.916670	1.6549000	27.8517200	984.9598	82.253870	57	1.3186200	128
27/07/2016	1007A	2016	7	3	44.958330	0.6421665	26.9976400	983.3577	75.866510	57	1.7294110	128
28/07/2016	1007A	2016	7	4	50.750000	1.1659650	26.4635800	982.6163	77.414910	57	1.4008850	128
29/07/2016	1007A	2016	7	5	118.400000	2.6353300	28.4061400	985.1400	80.033120	57	1.3919580	128
2/08/2016	1007A	2016	8	2	72.909090	0.3539104	27.8603700	990.2492	73.269470	57	1.2415000	127
7/08/2016	1007A	2016	8	0	15.458330	0.1502674	26.3813500	988.6224	77.498200	57	1.6986680	127
8/08/2016	1007A	2016	8	1	29.666670	0.2540352	26.2824700	990.5605	69.046250	57	1.6093240	127
9/08/2016	1007A	2016	8	2	42.958330	0.6347481	26.1587200	989.1335	72.119480	57	1.5963700	127
11/08/2016	1007A	2016	8	4	86.695650	2.8781620	29.6413400	987.3269	78.532490	57	1.8354090	127
16/08/2016	1007A	2016	8	2	22.333330	0.4317014	24.4559400	986.3602	74.747800	57	1.4421540	127
19/08/2016	1007A	2016	8	5	18.083330	0.1223299	25.7011200	986.4995	76.034900	57	1.8263100	127
21/08/2016	1007A	2016	8	0	48.958330	0.4971641	27.1044400	990.1949	74.816330	57	1.2548650	127
22/08/2016	1007A	2016	8	1	45.478260	1.0093450	26.9498000	992.1160	72.014310	57	1.4630320	127
25/08/2016	1007A	2016	8	4	15.909090	0.1642362	24.9124000	991.5657	53.956900	57	2.9579020	127
26/08/2016	1007A	2016	8	5	7.333333	0.2975503	21.3386300	997.1785	53.338940	57	1.2904070	127
27/08/2016	1007A	2016	8	6	13.583330	0.0722948	21.9469400	993.8961	56.160540	57	1.7897360	127
28/08/2016	1007A	2016	8	0	9.500000	0.2534309	22.7708000	993.1076	49.991330	57	1.4898780	127
29/08/2016	1007A	2016	8	1	18.375000	0.2061424	22.8121300	992.7610	55.818690	57	1.3889410	127
30/08/2016	1007A	2016	8	2	29.304350	0.3290074	23.9270000	987.3625	60.836760	57	1.5297520	127
31/08/2016	1007A	2016	8	3	17.833330	0.1293143	24.4712600	978.7888	45.856260	57	2.2999420	127
3/09/2016	1007A	2016	9	6	18.666670	0.3030504	23.5049200	987.9372	66.619700	57	1.1549640	129
5/09/2016	1007A	2016	9	1	25.681820	0.2500441	22.7940000	991.2481	69.303550	57	1.4830180	129
7/09/2016	1007A	2016	9	3	43.090910	0.7039832	22.5769200	987.3393	65.380540	57	1.8595580	129
8/09/2016	1007A	2016	9	4	20.478260	0.1025895	21.5449900	987.6959	67.958820	57	1.1187980	129
9/09/2016	1007A	2016	9	5	17.041670	0.4211622	22.3581100	989.4440	59.332770	57	1.4417420	129
10/09/2016	1007A	2016	9	6	16.416670	0.2241022	21.9845800	990.8728	60.541450	57	1.4067930	129
12/09/2016	1007A	2016	9	1	35.833330	0.6152268	20.6667800	997.6293	74.605670	57	1.0232440	129
13/09/2016	1007A	2016	9	2	79.666670	1.8095540	21.7842300	998.0786	76.642850	57	1.2967720	129
14/09/2016	1007A	2016	9	3	93.521740	0.9847798	22.5854100	996.9315	75.946520	57	1.3796420	129
15/09/2016	1007A	2016	9	4	61.875000	0.6426156	23.1331000	995.1685	72.822070	57	1.0572460	129
19/09/2016	1007A	2016	9	1	10.739130	0.1065783	17.5496400	1002.0240	62.836440	57	1.4652850	129
20/09/2016	1007A	2016	9	2	19.913040	0.2195112	17.5495800	1000.6730	64.130320	57	1.2462850	129
23/09/2016	1007A	2016	9	5	110.136400	1.6479160	19.9752900	992.2626	82.383630	57	0.9968595	129
24/09/2016	1007A	2016	9	6	117.208300	1.4663220	21.0517000	990.7452	80.295680	57	1.3053580	129
28/09/2016	1007A	2016	9	3	15.000000	0.1675802	13.5948100	1005.9250	48.746910	57	1.4298370	129
29/09/2016	1007A	2016	9	4	51.130430	0.7913955	13.5928200	999.5303	63.619270	57	1.2499280	129
30/09/2016	1007A	2016	9	5	103.291700	0.8995578	16.5409000	995.5591	67.068050	57	1.2405670	129
1/10/2016	1007A	2016	10	6	166.625000	1.9921450	17.8448800	994.9501	69.341370	57	1.3819560	112
2/10/2016	1007A	2016	10	0	193.333300	2.4561070	18.5089800	993.1665	75.128830	57	1.1120800	112
3/10/2016	1007A	2016	10	1	138.250000	0.8347356	20.7083500	991.2946	75.566620	57	1.3318660	112
5/10/2016	1007A	2016	10	3	48.391300	0.5743184	15.4125100	998.4522	78.285540	57	1.4362800	112
8/10/2016	1007A	2016	10	6	9.125000	0.2337817	10.9132900	1001.8540	49.881510	57	2.8357350	112
10/10/2016	1007A	2016	10	1	82.000000	0.6383563	10.8466000	997.9409	76.033750	57	1.1203580	112
11/10/2016	1007A	2016	10	2	106.166700	0.9491473	12.5389300	1001.4260	74.015230	57	1.6148230	112
13/10/2016	1007A	2016	10	4	137.181800	1.0662800	14.4275000	999.6862	84.089570	57	0.8466241	112
14/10/2016	1007A	2016	10	5	237.958300	3.0118630	15.7453700	1000.7370	79.159130	57	1.2189070	112
17/10/2016	1007A	2016	10	1	59.458330	0.2326156	14.4207400	1000.5800	66.397760	57	1.3831120	112
19/10/2016	1007A	2016	10	3	227.875000	2.9200690	16.0660400	996.6654	86.577360	57	1.0250460	112
25/10/2016	1007A	2016	10	2	89.750000	0.6381755	10.0317800	994.5685	82.025350	57	1.2353270	112
26/10/2016	1007A	2016	10	3	35.105260	0.4525578	11.3020300	1003.1770	61.940750	57	1.7025600	112
28/10/2016	1007A	2016	10	5	9.666667	0.1861870	7.6016290	1009.4440	53.493600	57	2.1760480	112
29/10/2016	1007A	2016	10	6	23.238100	0.1632384	4.6946510	1010.5270	58.872830	57	1.6728270	112
31/10/2016	1007A	2016	10	1	5.500000	0.1303121	1.0296090	1016.4770	26.643710	57	3.6670600	112
1/11/2016	1007A	2016	11	2	39.916670	0.5134546	-0.0810742	1013.3940	58.226140	57	0.9583208	104
2/11/2016	1007A	2016	11	3	104.541700	0.5383988	3.7215560	1005.7510	60.214650	57	1.4205980	104
3/11/2016	1007A	2016	11	4	180.041700	0.4984881	5.2920160	998.2507	72.913160	57	1.2683850	104
4/11/2016	1007A	2016	11	5	256.166700	1.0073490	6.2203010	989.4362	81.865250	57	0.9918962	104
5/11/2016	1007A	2016	11	6	182.291700	0.8297467	8.4663920	994.0542	76.148170	57	1.7640480	104
8/11/2016	1007A	2016	11	2	36.625000	0.2580263	3.8664060	1013.3720	55.484080	57	1.3561380	104
11/11/2016	1007A	2016	11	5	75.083330	0.9953761	3.7125590	993.9640	67.526260	57	1.2662040	104
12/11/2016	1007A	2016	11	6	77.250000	0.5523675	5.5651340	999.3894	66.049490	57	1.5076750	104
14/11/2016	1007A	2016	11	1	39.416670	0.1233277	7.4042880	1001.7100	38.286270	57	3.0955570	104
15/11/2016	1007A	2016	11	2	59.272730	0.4166712	2.9497510	1005.2010	47.841220	57	1.4753080	104
16/11/2016	1007A	2016	11	3	91.826090	0.8636708	3.7497510	1000.5930	69.171130	57	0.9420824	104
19/11/2016	1007A	2016	11	6	140.750000	0.1243255	8.2248690	997.8523	63.970130	57	2.3066070	104
22/11/2016	1007A	2016	11	2	7.000000	0.1881826	-5.7732590	1017.9910	38.167590	57	3.3231050	104
23/11/2016	1007A	2016	11	3	15.250000	0.1362987	-4.4326130	1014.6390	47.821520	57	2.3054860	104
24/11/2016	1007A	2016	11	4	69.000000	0.3647873	-3.5424740	1008.7870	56.029110	57	1.0996850	104
26/11/2016	1007A	2016	11	6	274.791700	1.6598890	0.3630059	1000.3250	65.552360	57	1.1845130	104
27/11/2016	1007A	2016	11	0	53.541670	0.1572518	1.2321410	1006.8160	42.162630	57	2.6337410	104
28/11/2016	1007A	2016	11	1	60.083330	0.2670062	-0.9513288	1011.6560	55.143170	57	1.1767660	104
30/11/2016	1007A	2016	11	3	95.333330	0.7808562	2.7521200	1004.4130	65.317160	57	1.8922990	104
1/12/2016	1007A	2016	12	4	33.125000	0.1382942	1.9120680	1011.3160	45.540490	57	1.7184190	80
2/12/2016	1007A	2016	12	5	99.666670	0.1981602	0.2911365	1009.3120	58.730560	57	1.2496140	80
3/12/2016	1007A	2016	12	6	142.000000	0.6242067	0.4032682	1000.8960	72.547310	57	0.7250157	80
5/12/2016	1007A	2016	12	1	57.588240	0.1293143	0.9319185	1006.8760	47.394690	57	2.3473830	80
6/12/2016	1007A	2016	12	2	83.428570	0.2759861	-0.9897745	1002.5190	52.209100	57	1.1284750	80
7/12/2016	1007A	2016	12	3	121.727300	0.2011535	1.5805890	1002.9840	57.383690	57	1.6812520	80
8/12/2016	1007A	2016	12	4	89.458330	0.1482719	2.0133950	997.9854	51.204540	57	3.2251250	80
10/12/2016	1007A	2016	12	6	52.083330	0.2250999	-3.3706490	1008.5300	57.162620	57	0.9362671	80
12/12/2016	1007A	2016	12	1	219.052600	2.2665310	1.3563730	1003.5500	65.516610	57	1.6812170	80
14/12/2016	1007A	2016	12	3	27.208330	0.1442808	-3.5261510	1012.5000	37.687920	57	1.9938180	80
15/12/2016	1007A	2016	12	4	26.250000	0.1452786	-2.3469550	1012.0370	43.849600	57	2.6586960	80
16/12/2016	1007A	2016	12	5	100.541700	0.3887337	-1.8337750	1006.2590	52.605810	57	1.4191440	80
18/12/2016	1007A	2016	12	0	205.375000	0.9434922	-2.0414250	1003.4910	71.395440	57	0.7394686	80
19/12/2016	1007A	2016	12	1	220.391300	0.6461576	-1.8406480	1004.6090	74.581740	57	0.8789555	80
22/12/2016	1007A	2016	12	4	79.882350	0.2001558	0.4088074	1003.3850	51.165880	57	3.0612790	80
23/12/2016	1007A	2016	12	5	29.666670	0.1622406	-2.9284330	1009.0560	46.375540	57	1.8540350	80
24/12/2016	1007A	2016	12	6	118.291700	1.9941410	-3.4009650	1009.1300	62.045620	57	1.2299790	80
27/12/2016	1007A	2016	12	2	41.363640	0.1831937	-4.2647390	1013.4220	50.374520	57	1.8227300	80
29/12/2016	1007A	2016	12	4	49.000000	0.2270955	-5.6402780	1014.3780	46.072320	57	1.8234560	80
31/12/2016	1007A	2016	12	6	285.260900	0.8586820	-4.8033670	1006.3300	72.245080	57	0.8239882	80

1.1 Data clean

The basic data clean strategies include:

1. Variable type setting

2. Extreme value (outliers) detection

3. Missing value operation (imputation, drop)

4. Data transforming (normalization/standardization, eg. scale, centralize,log-transform and others)

# skim the data missing value and distribution
skimr::skim(envir_example)

skim_type	skim_variable	n_missing	complete_rate	character.min	character.max	character.empty	character.n_unique	character.whitespace	factor.ordered	factor.n_unique	factor.top_counts	numeric.mean	numeric.sd	numeric.p0	numeric.p25	numeric.p50	numeric.p75	numeric.p100	numeric.hist
character	date	0	1	9	10	0	501	0	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA
factor	code	0	1	NA	NA	NA	NA	NA	FALSE	7	100: 436, 100: 432, 100: 427, 100: 427	NA	NA	NA	NA	NA	NA	NA	NA
factor	year	0	1	NA	NA	NA	NA	NA	FALSE	2	201: 1511, 201: 1459	NA	NA	NA	NA	NA	NA	NA	NA
factor	month	0	1	NA	NA	NA	NA	NA	FALSE	12	3: 316, 1: 309, 4: 289, 12: 279	NA	NA	NA	NA	NA	NA	NA	NA
factor	week	0	1	NA	NA	NA	NA	NA	FALSE	7	2: 445, 4: 439, 1: 435, 5: 430	NA	NA	NA	NA	NA	NA	NA	NA
numeric	PM2.5	0	1	NA	NA	NA	NA	NA	NA	NA	NA	70.9060220	65.2264536	4.6250000	23.9154125	52.3405800	97.9219350	450.000000	<U+2587><U+2582><U+2581><U+2581><U+2581>
numeric	c_AOD	0	1	NA	NA	NA	NA	NA	NA	NA	NA	0.6743631	0.6727058	0.0212108	0.2191133	0.4121369	0.8873678	3.562631	<U+2587><U+2582><U+2581><U+2581><U+2581>
numeric	TEMP	0	1	NA	NA	NA	NA	NA	NA	NA	NA	11.2723604	11.3385907	-12.1160700	0.1136484	12.7025250	21.9393125	31.457240	<U+2583><U+2587><U+2585><U+2587><U+2586>
numeric	AP	0	1	NA	NA	NA	NA	NA	NA	NA	NA	995.0750959	18.2763409	939.3513680	989.3052500	998.3992768	1007.6977500	1028.826000	<U+2581><U+2581><U+2583><U+2587><U+2583>
numeric	RH	0	1	NA	NA	NA	NA	NA	NA	NA	NA	50.6296481	17.2962454	9.7265346	37.0803125	50.1837096	64.9926675	88.755170	<U+2582><U+2587><U+2587><U+2587><U+2583>
numeric	elevation	0	1	NA	NA	NA	NA	NA	NA	NA	NA	90.4094276	107.9973119	35.0000000	45.0000000	49.0000000	57.0000000	362.000000	<U+2587><U+2581><U+2581><U+2581><U+2581>
numeric	WS	0	1	NA	NA	NA	NA	NA	NA	NA	NA	2.0066430	0.7696947	0.6544928	1.4293510	1.8617520	2.3761677	5.279467	<U+2586><U+2587><U+2583><U+2581><U+2581>
numeric	a_buffer10	0	1	NA	NA	NA	NA	NA	NA	NA	NA	103.2898990	29.1159018	64.0000000	78.0000000	105.0000000	122.0000000	201.000000	<U+2587><U+2586><U+2585><U+2581><U+2581>

1.2 Data split

We randomly select 20% of the data as independent testing dataset, and the remainder were used as the training dataset.

The split strategy is based on the size of your sample as well as your question.

set.seed(1234) # to achieve a repeatable results

size <-
  caret::createDataPartition(y = envir_example$PM2.5,
                             p = 0.8, list = FALSE)
trainset <- envir_example[size, ]
testset <- envir_example[-size, ]

Identify the dependence and independence variables

y <- c("PM2.5")
x <- colnames(envir_example[-c(1, 6)]) # except "date" and "PM2.5"

Challenging 1

Q: Estimate annual average NO2 in Sydney in 2005-2018

Download the Sydney NO2 data in the CloudStor

Tasks:

1. Data clean: change the ‘year’ as a factor type and delete variable ‘X’

2. Setting the dependence (“no2_annual”) and others as independent variables

3. Randomly split 10% of data as testing data set

data_Sydney <- read.csv("C:/Users/yuwen/OneDrive - Monash University/2021 work/workshops/20220908 DEEPER workshop/talk materials/quiz/final data example/training_data.csv")

data_Sydney$X <- NULL
data_Sydney$year <- as.factor(data_Sydney$year)

# dataset split
set.seed(1234)
size <-
  caret::createDataPartition(y = data_Sydney$no2_annual,
                             p = 0.9,
                             list = FALSE)

trainset_syd <- data_Sydney[size,]
testset_syd <- data_Sydney[-size,]
### Identify the dependence and independence variables

dependence <- c("no2_annual")
independence <- colnames(data_Sydney[-c(1)]) # except "no2_annual"

2. Establish base models

2.1 Single base model training

Q: How to select the best parameter for a single base model?

We can set or adjust the parameters of a base model using ‘tuningModel’ function.

ranger <-
  tuningModel(
    basemodel  = 'SL.ranger',
    params = list(num.trees = 100),
    tune = list(mtry = c(1, 3, 7))
  )

Here we will train a Random Forest (RF) model with the specific parameters and using 5-fold Cross validation (CV) to assess the model performance.

# training the RF model with different parameters simultaneously

start_time <- Sys.time()
model1 <-
  predictModel(
    Y = trainset[, y],
    X = trainset[, x],
    base_model = c(ranger),
    cvControl = list(V = 5)
  )

## 
## 
## The base models Cross validation result:
## 
##        SL.ranger_1_All SL.ranger_2_All SL.ranger_3_All
## weight       0.0000000       0.2557565       0.7442435
## R2           0.7987171       0.8783410       0.8796137
## RMSE        35.4710237      23.6020355      22.8641344

end_time <- Sys.time()
end_time - start_time

## Time difference of 4.591618 secs

#print(model1$base_ensemble_value)

The results show the weight, R2, and the root-mean-square error (RMSE) of each model. “ranger_1”,“ranger_2”,“ranger_3” note the Random Forest model with parameters mtry = 1,3,7 separately.

The training results show that ‘mtry = 7’ could achieve a better RF model performance.

2.2 Model prediction

After training a base ML model, we can use it to estimate the independent testing dataset by using ‘predict’ function.

Note: ’predict()’function was recommended to limit its sources (namespace) to reduce the conflict with other R package such as stats::predict()

# compare the model performance in the independent testing dataset
pred_model1 <- deeper::predict(object = model1, newX = testset[, x])

# get each base model prediction
head(pred_model1$pre_base$library.predict)

SL.ranger_1_All	SL.ranger_2_All	SL.ranger_3_All
56.49809	51.33055	45.266910
63.48694	66.91219	69.766973
65.94418	66.02193	66.711069
72.25364	71.17931	71.107377
134.14046	176.11373	177.565844
60.41963	48.45826	48.014687
45.25294	12.59430	9.329754
51.82385	33.27328	28.538869
42.67627	11.71277	9.782546
52.51839	39.46527	38.939178
72.29229	76.28595	89.199253
122.83103	114.91375	113.820424
76.98595	93.88029	102.572112
52.40706	44.33411	41.143246
64.17659	38.73399	41.104041
65.38856	70.36203	85.726373
115.59290	122.42986	131.994915
65.59899	43.79735	41.920069
64.51778	41.13932	38.391783
74.82203	72.40386	74.457451
55.63642	52.19000	57.127304
41.52613	38.67459	40.791569
75.69054	80.74515	82.124015
54.77563	54.22071	54.870441
63.73319	64.81663	68.780271
75.46524	82.29209	82.641043
42.31028	22.06149	21.685224
77.15995	73.35343	68.645202
78.52592	80.52197	76.576775
75.80534	74.22312	73.388128
56.07164	45.56876	42.498140
47.33308	25.48332	24.546754
34.85189	13.13182	13.472103
45.56672	19.44886	19.458776
94.80694	103.03546	103.988226
109.27217	126.04456	128.255261
45.49371	32.17123	34.798407
53.99931	28.89075	24.763914
167.66319	213.43560	226.059166
158.58286	229.59563	245.328858
50.00957	32.67564	34.109933
33.11929	12.16144	12.122868
181.59720	191.06326	189.613169
146.66691	154.50531	137.895146
66.78175	49.04938	44.911336
91.87308	96.91841	96.031017
182.12601	227.82344	227.203558
87.11107	95.29229	90.475640
31.82982	20.20290	22.127364
100.48808	110.67553	100.730447
26.99448	16.53736	18.262836
36.78358	28.56092	27.618101
55.48720	50.46639	53.020146
74.76032	82.87465	77.672819
123.26269	139.37099	130.232170
41.21947	27.23595	27.515759
39.51719	36.47873	36.065680
78.34336	63.41123	62.857647
44.90531	38.81341	36.987731
44.13261	31.18710	32.835033
34.53789	25.77859	30.189408
39.35852	22.88444	17.395702
39.68527	28.78292	24.384438
44.65360	33.97907	29.058972
85.44400	90.22097	83.486711
43.37584	27.31407	26.093867
56.41578	51.21462	52.866966
77.60482	88.99242	93.554320
79.42716	80.56329	74.387986
79.33968	97.58074	98.239941
71.30890	87.53217	90.493028
61.77790	60.10433	57.426900
79.82339	99.87732	97.814097
54.19012	33.86454	34.170345
82.52994	81.31936	88.651983
56.62296	39.25728	36.759873
57.02225	23.75908	21.658504
55.59667	42.86384	47.722871
38.08865	15.98281	13.473508
38.52606	20.65193	20.411231
64.52225	57.65914	60.341081
42.13653	12.62164	12.194464
164.90380	174.47567	179.472041
66.91114	61.74771	53.094351
28.61523	13.34935	11.083046
56.43641	46.16039	45.600093
88.38400	91.77215	92.879043
32.19246	14.68933	14.897877
57.58081	57.67847	75.046697
65.32363	52.95903	58.013916
43.76339	30.93266	31.963849
210.51461	260.47816	257.838580
217.00054	262.32233	263.922151
128.92399	138.93380	151.405080
57.98795	44.56101	48.146399
99.37478	149.55361	148.844955
68.40441	94.10089	94.608091
34.36345	21.56690	19.462268
88.09854	117.99222	120.477903
34.87620	27.84232	40.893984
90.21841	140.07343	145.671370
42.35691	28.46574	21.049461
43.27073	36.49475	44.339538
93.19864	123.85466	132.297688
36.52377	31.31007	29.394036
82.14917	118.14819	126.316104
35.47802	32.29011	41.768706
45.08495	44.92049	47.844980
72.82761	85.27726	84.371829
74.37904	81.29847	71.840186
59.49483	59.33431	62.810351
36.73872	27.56856	27.111840
42.91911	26.93546	18.570278
69.63384	80.05466	78.825786
73.87253	83.72018	82.348193
49.17052	31.27601	30.266050
34.68808	13.71875	13.718703
40.35069	18.47865	16.037120
41.81378	26.32004	21.842824
38.08506	20.02899	13.725341
85.38816	107.13746	96.056968
72.96907	87.95920	82.628019
33.96189	19.97991	27.237420
31.89430	14.82671	14.215039
31.93448	19.65339	17.503726
104.48794	148.51682	177.245011
162.89342	234.87536	253.437789
52.76488	63.44233	76.990906
105.42117	131.75380	134.447758
81.56940	85.48875	82.100015
38.01621	39.01528	51.345034
33.46549	17.61228	16.848691
68.11661	69.42305	65.737633
75.62129	98.82936	90.481190
99.96448	142.10185	129.873668
29.53003	19.73432	22.593529
26.38640	16.55995	16.272495
50.36721	50.98384	46.265950
62.82814	84.80238	87.426069
38.02421	31.98475	30.462460
42.51951	34.89753	28.248030
43.44536	39.61494	36.464093
41.75602	32.12937	33.584704
77.44301	92.36985	95.718686
48.95483	51.45422	49.230253
72.22878	83.11826	75.467921
45.74878	36.78305	30.629117
52.16064	38.33577	33.081442
75.18410	87.11819	86.681012
37.37859	28.86340	24.688146
51.03778	41.33748	38.657929
37.50653	16.20889	17.395782
48.32068	32.75417	20.869246
57.93428	37.84150	32.388868
42.67899	17.01051	13.086357
41.42416	18.45087	13.801319
107.26689	110.00670	123.011197
122.24577	154.43277	169.783995
40.97736	32.01070	32.813298
101.46235	134.01524	149.652539
48.36804	32.76380	33.792465
85.86284	109.39386	107.443358
37.57152	29.66900	27.035228
43.64623	36.81352	34.229129
134.84245	159.55686	161.790424
55.77917	51.52220	50.334897
89.19302	90.40655	85.335739
63.55562	59.75361	61.218773
55.65714	33.44684	34.023833
100.02507	110.96556	104.566016
48.46033	18.52201	13.450575
96.17479	117.85244	117.206948
48.86240	38.92199	38.723754
132.80987	166.41966	189.343421
46.77852	41.52485	38.940187
59.44032	40.88706	40.653754
106.12433	107.59931	107.305797
62.87243	63.18201	63.669033
63.71549	68.67902	71.670334
60.28252	53.36899	49.041361
60.27784	55.38750	56.394532
66.82771	68.15633	72.171665
38.63732	25.99493	28.749049
84.80754	94.70655	93.928076
65.78043	63.01865	62.879443
43.71032	34.14589	32.351948
40.44143	26.60939	26.781221
76.72143	76.98868	74.233692
85.08010	109.55488	113.020215
60.87424	58.65425	64.755630
69.79315	54.61233	50.286259
45.53425	38.47250	39.896637
41.39169	18.49332	17.799352
49.21664	27.04858	24.472968
47.93258	30.10227	28.945636
101.39247	108.55192	103.056844
127.91323	128.74540	129.134962
110.32010	120.60847	114.132684
39.93142	16.91785	15.834610
182.20687	221.14122	219.658007
25.81552	12.92958	10.705038
32.27753	17.62706	16.090280
75.05470	57.64899	57.879846
83.37467	76.38801	75.377489
130.10850	146.82425	145.062650
179.61591	195.19553	202.751540
51.61553	36.40176	35.593917
77.46601	107.73323	113.118097
185.72087	153.12256	149.031250
54.75973	68.49906	70.817572
75.91078	83.00848	77.379362
167.79782	170.47239	174.873963
35.23107	34.81681	33.723816
31.07619	14.50717	11.303872
83.11741	85.05913	85.361393
77.08872	85.83032	88.060370
101.04396	106.54432	102.817857
46.99723	42.75893	40.492993
96.61249	119.41718	122.484382
21.36012	13.59604	13.968886
36.81455	32.29445	32.717199
44.56447	33.04921	30.798212
118.50717	122.65494	113.709456
20.41625	11.99725	8.620976
31.40190	13.12926	7.938180
36.31176	21.18561	13.177610
27.87917	16.97547	17.141578
22.84588	11.80756	11.294313
117.77931	154.56808	159.259265
42.84268	31.25770	31.831928
39.69615	31.30438	27.460348
68.42027	70.81281	65.928452
38.40259	20.00478	17.049679
52.65839	41.75282	47.142334
88.81197	95.00728	96.556227
103.85406	123.63341	121.635431
46.52599	32.59010	24.588402
81.14474	78.98903	76.327670
96.74128	83.65105	82.939459
38.66591	28.70022	25.924392
58.88258	61.23413	62.563108
54.63788	55.44879	55.975326
68.92271	59.56154	52.732179
44.22639	28.99457	27.540136
84.88796	94.57846	100.064082
79.81063	91.78387	92.080248
78.18275	79.15728	75.102113
85.66089	90.59177	88.919432
87.66642	89.28409	89.842559
64.75713	79.58299	76.201764
89.95548	88.80482	85.359676
76.15850	63.94091	63.773575
39.49092	23.37055	23.072563
34.85181	17.55094	17.856276
45.28212	27.48015	27.107435
35.31201	22.19061	21.937382
38.99422	23.45482	21.299863
104.05006	119.65833	121.604718
161.74090	174.62491	182.021123
164.09534	192.27552	194.430751
52.77131	46.27697	45.354203
80.55406	84.52684	94.286065
26.22734	10.58863	8.588109
71.60901	88.36421	93.765207
192.77350	239.92434	237.240429
55.36913	59.92930	64.428617
59.91872	52.24247	47.278994
104.22416	144.59913	173.730969
49.92782	37.99432	37.853447
111.81208	108.36264	106.810608
45.59711	22.24802	20.590445
47.37375	41.20129	40.312390
70.78782	71.95239	70.532499
125.02656	182.19429	192.140642
64.12330	49.34462	52.522861
102.37922	104.55813	100.813980
114.79220	145.70778	147.455751
42.55531	40.31867	41.683277
55.58958	62.45857	66.507671
40.65772	28.53224	31.203673
65.13027	60.91863	61.265402
43.93292	30.75694	30.907924
77.48601	95.12971	102.218149
37.89716	26.45086	26.428467
38.17062	29.56179	31.990986
68.00166	56.52019	56.100342
34.96649	31.08962	30.301643
31.12572	16.41770	16.204696
43.02922	27.49892	28.047561
53.55687	59.86385	59.998676
34.59249	20.88630	19.745189
51.60063	49.03648	47.313865
42.21464	17.10215	16.011166
43.83018	31.76627	28.365520
48.89458	29.18979	24.982347
169.34678	216.65432	214.881299
180.47602	222.63203	218.119208
76.38740	65.22248	59.593367
55.03601	40.52257	41.880631
269.64048	322.14242	355.939744
60.03606	68.05989	65.616805
48.68977	31.21044	29.612901
28.60926	12.40828	11.282994
38.00408	31.41341	31.212448
65.54577	64.40484	63.230568
29.92820	17.88170	20.886297
37.51329	30.31489	31.616735
49.76956	43.88494	45.705754
34.07173	21.04573	14.310245
36.25495	20.80509	14.846603
60.46506	66.28240	68.460530
134.04671	185.70958	189.003892
34.18963	14.89088	12.462679
41.06988	32.57192	28.457117
34.73417	19.27311	20.907113
85.97618	92.57621	94.699107
59.42241	60.08708	60.665536
60.06723	49.41163	52.352421
48.22701	34.09107	31.468231
73.60423	61.28902	62.149943
56.88010	54.53035	60.412132
37.46098	25.07853	22.909042
62.47140	68.06074	72.170389
50.17089	35.65969	32.850128
45.32704	26.90555	23.398847
36.00762	23.60736	23.211566
43.79773	25.04698	25.210586
35.74476	20.21730	20.497280
113.46578	123.03762	123.484019
64.50893	55.34720	59.980293
158.31328	191.79579	192.872801
113.70023	122.39288	121.043593
120.40306	119.27815	114.195726
179.80124	237.32747	227.431951
83.34431	83.74800	94.388384
147.36092	137.65618	142.425218
82.37839	80.32196	85.002865
116.69906	107.11924	108.565330
57.13581	39.43086	36.830280
73.81984	89.18769	93.048728
44.20731	29.10788	33.484106
108.10591	126.34431	133.962333
138.30003	145.03166	140.738416
138.66379	158.01876	167.508827
125.87822	137.81532	136.011530
32.51064	17.81551	16.692894
40.09483	26.74520	30.567541
56.29167	47.15303	38.412259
60.57023	52.79996	52.532540
50.25746	39.39434	38.814634
67.91373	81.11016	84.171887
110.78140	138.98314	131.076921
107.75821	133.72713	134.559207
50.51913	47.19907	47.504159
56.88152	63.21801	66.727829
55.56824	52.81543	55.817338
109.34474	118.28054	116.005635
39.07386	37.43161	40.644757
42.91588	27.14672	26.878720
80.41760	92.00756	99.966874
34.62962	23.52518	21.944180
77.03801	88.23996	91.802625
72.50692	75.10849	80.494649
82.54763	109.17401	99.384974
57.60415	53.16921	48.924343
46.01915	37.78040	37.896060
69.34698	86.37517	88.708234
68.36018	68.11312	58.993524
36.76019	13.52225	12.296605
111.51025	137.74949	137.066342
52.59305	29.49102	27.888937
51.90891	42.50585	42.546367
30.11259	12.79383	11.868511
39.05030	16.51610	13.331210
89.37937	103.93823	100.219135
85.47636	84.47316	73.685845
223.80476	233.03569	218.314731
185.56713	226.15342	229.065666
76.39344	58.95716	61.181357
95.72060	94.55753	84.502976
163.97367	182.70924	172.830279
182.07967	209.32783	201.353153
28.26675	21.90539	24.039152
27.10705	19.46408	21.206326
51.78469	41.57283	48.439093
126.80696	124.82616	131.486834
36.29707	21.70145	24.673430
37.42027	21.61087	19.284497
34.95054	22.57300	19.841943
38.48478	21.56938	18.431471
51.70310	43.22054	47.283375
76.75369	63.55498	63.262585
93.25984	91.92314	95.316408
98.78215	108.70203	111.000793
44.43586	27.30609	26.265180
77.70469	78.45551	72.879133
46.32630	25.02492	23.923717
47.10640	40.32606	38.189643
78.15223	86.81222	94.166350
38.44395	23.67861	23.505767
75.62704	78.88425	81.849542
51.49257	41.24082	37.996003
92.20104	109.41196	114.231352
88.90220	87.95176	87.064817
53.05006	46.82916	41.339680
50.44159	27.42154	24.036735
33.92627	17.41495	17.691037
84.05446	84.33946	80.172702
49.20071	27.76416	25.803393
113.56774	135.04391	121.934817
100.47081	116.19734	118.248450
40.64698	17.54010	16.753443
79.08299	76.33154	78.315116
87.84170	98.46790	97.427127
142.72139	159.13846	165.006988
163.81528	175.16121	181.237106
66.55687	59.16608	50.545276
174.35147	222.15864	216.686933
64.92053	39.75874	37.397896
174.35069	166.25566	153.623027
64.76531	56.27506	63.422119
83.13773	99.49410	98.232061
124.21317	134.66616	129.607710
60.20520	56.63136	61.858587
53.96788	42.71897	47.467451
140.11181	166.42924	165.139376
71.03119	89.75644	98.440028
42.95601	25.69799	19.031407
30.10340	18.06181	18.743045
48.01040	16.42632	14.231045
36.52672	26.68112	28.437190
70.85809	117.72328	118.033524
55.23804	77.65608	99.662206
90.10507	111.14814	116.889676
48.15225	41.26196	40.407222
63.08429	63.23376	64.792006
114.21135	137.11713	142.352357
65.73458	56.90665	51.675426
67.70731	69.66689	72.027387
44.17893	32.82130	33.936197
74.66589	85.52530	87.994574
35.10445	31.88081	30.521884
47.08419	28.48232	31.206831
37.18412	26.58268	26.246562
79.71453	88.85233	91.970525
43.26215	27.95320	28.221100
45.76922	25.53514	22.169615
79.77838	70.31825	69.896997
81.51580	86.21558	90.187021
70.52264	87.28146	94.663290
36.38151	29.94742	31.730649
40.00811	20.90101	22.937627
97.22471	108.95670	103.236116
40.38773	40.87334	44.684554
34.22637	20.65080	18.664006
108.09327	116.06642	109.480430
33.82919	21.23411	22.348725
53.24051	28.36016	24.515423
173.45489	217.33164	217.334119
28.08511	13.42962	9.272286
172.31556	211.63924	210.693488
39.44497	21.49312	20.582954
70.92765	41.56473	39.994607
171.12197	194.77826	201.702684
182.11155	197.06532	185.138270
176.62838	198.63084	202.202825
33.85697	12.07416	6.552403
60.96803	64.00689	66.774679
206.84271	260.75674	270.085770
222.61433	309.64033	324.672255
170.17269	227.70879	242.970117
31.46049	17.11098	12.661860
23.20175	10.78919	10.510632
28.41484	25.81524	26.736043
38.86237	29.83563	30.246406
51.02724	40.56754	43.622398
54.36945	47.50488	42.620384
42.60570	28.15305	22.404338
34.96547	22.76184	15.318535
46.46014	34.11719	29.343848
168.51729	238.44303	244.615657
36.81982	20.48606	20.502561
83.01253	96.25260	95.025571
65.87298	76.03641	77.051326
32.92031	17.10521	14.994601
42.57047	34.17974	32.724931
85.81704	90.55051	83.437436
84.84446	87.85233	93.996540
92.63922	85.27838	81.101260
103.14016	119.86422	122.272630
68.42474	69.47162	63.932775
56.07306	59.35840	60.612803
45.83585	40.30669	37.538085
71.67086	72.61542	73.802509
47.58917	43.44200	43.441731
52.43603	44.13804	43.765198
79.32549	90.88652	94.054474
80.21468	88.96884	87.935502
47.13499	34.92889	33.073963
31.98581	14.38420	15.095018
50.69750	27.50664	27.804489
101.61242	118.50725	122.015557
138.46175	123.37693	119.543494
59.83807	58.18813	52.473219
77.80580	83.28974	84.568228
42.69649	27.19103	26.331498
55.86899	57.49253	59.878056
70.44232	69.69238	67.541830
93.83908	112.83170	120.170615
146.54199	185.39988	207.226728
143.10639	157.47594	157.513547
54.04872	54.01746	56.594925
53.04068	31.45518	28.936521
32.89219	18.39967	18.103345
98.79095	111.67580	107.479179
36.44339	23.83701	15.762485
64.81943	56.93961	56.561909
92.75392	114.41252	118.733438
68.48820	62.23950	68.055986
116.38879	156.61431	165.309274
75.19292	84.81956	97.122526
45.92866	43.86624	37.755976
35.75225	26.25314	23.910936
47.99593	36.25361	40.335442
40.04531	26.06569	27.169193
79.36249	90.91211	91.158293
63.16069	68.06758	70.238268
85.96007	101.37054	108.766817
28.76291	12.62540	11.981751
103.56777	115.18363	110.551687
39.23109	33.00045	24.233353
71.87011	93.57033	95.877173
34.41806	25.83274	26.247676
34.12741	15.47155	16.795481
48.90389	27.88923	24.371011
138.62151	167.27710	155.627178
50.37813	32.24238	33.916387
71.80224	41.11962	39.876612
90.76433	80.82738	73.894817
173.23306	200.16701	206.206551
41.65536	22.27023	22.518445
51.09106	39.22437	36.712891
67.59893	60.98975	52.261630
185.39010	193.40698	184.176440
54.18032	55.17506	55.335339
169.66239	215.82626	239.315672
206.60165	297.56047	306.034804
37.16343	34.28743	35.377396
32.52082	17.80032	13.184857
71.32973	84.55811	83.162202
94.62039	103.16284	91.098804
86.97980	110.36545	117.534969
28.75436	16.46289	18.312205
41.87534	34.62716	31.815004
112.62267	118.20031	116.479459
35.44821	29.47264	30.275896
92.48186	101.73638	101.880043
65.20605	60.56280	64.246368
27.81086	13.13584	10.112410
39.93112	26.28969	21.127820
42.03200	28.37757	26.569347
76.55979	72.77664	68.869707
81.17369	78.00285	78.427712
75.70133	85.83268	79.359229
40.88833	30.84218	31.514573
55.48177	59.41333	58.672736
45.35623	36.19916	37.450901
39.27292	27.27892	27.337644
41.38698	30.49830	27.644360
52.15744	46.84735	47.389320
37.36432	17.45817	21.052908
55.09127	51.21337	61.623097
55.33349	48.97695	41.801092
43.70854	24.61855	24.096697
81.71494	90.83471	86.678790
81.22720	91.67424	93.955672
46.24773	35.25105	34.968872
68.09175	60.86876	59.355434
36.01667	24.55000	22.687173
54.04882	29.15861	23.884958
88.32131	105.63087	111.618880
102.44071	94.59562	91.817364
121.30875	132.14848	132.633517
164.68973	168.15635	182.337179
59.63547	47.04833	45.535768
138.80875	162.42735	174.193997
81.20026	86.26607	88.379915
87.27468	64.60397	50.676523
139.21587	190.16556	217.281232
59.19538	48.24917	46.792754
54.70101	44.08411	43.855685
56.20647	58.98161	61.237720

# calculate model performance in testing dataset
print(apply(
  X = pred_model1$pre_base$library.predict,
  MARGIN = 2,
  FUN = caret::R2,
  obs = testset[, y]
))

## SL.ranger_1_All SL.ranger_2_All SL.ranger_3_All 
##       0.7784089       0.8657559       0.8794432

After examine the model performance in an independent testing dataset, we may finally select the RF model with mtry = 7 as the best parameters.

Challenging 2

Tasks:

1. Establish a Random Forest model with parameter: mtry = 7 and leave others as default

2. Establish another base model ‘xgboost’ simultaneously by setting base_model = “SL.xgboost”

ranger_mtry_7 <-
  tuningModel(basemodel  = 'SL.ranger',
              params = list(mtry = 7))

model_challenge2 <- predictModel(
  Y = trainset_syd[, dependence],
  X = trainset_syd[, independence],
  base_model = c(ranger_mtry_7, "SL.xgboost")
)

## 
## 
## The base models Cross validation result:
## 
##        SL.ranger_1_All SL.xgboost_All
## weight       0.4156050      0.5843950
## R2           0.8247325      0.8306841
## RMSE         1.4147768      1.3839817

2.3 Establish base model with parallel computing

Considering the time-consuming of running several base models simultaneously, we can select using parallel computing to help improve the computational efficiency.

We can identify the index in the cross validation(CV) to conduct the spatial (cluster) or temporal CV

# there are 7 stations in the trainset
unique(trainset$code) 

## [1] 1001A 1002A 1003A 1004A 1005A 1006A 1007A
## Levels: 1001A 1002A 1003A 1004A 1005A 1006A 1007A

# Create a list with 7 (folds) elements (each element contains index of rows to be considered on each fold)

## conduct the spatial CV
indices <-
  CAST::CreateSpacetimeFolds(trainset, spacevar = "code", k = 7)

# Rows of validation set on each fold

v_raw <- indices$indexOut
names(v_raw) <- seq(1:7)

start_time <- Sys.time()

model2 <- predictModel_parallel(
  Y = trainset[, y],
  X = trainset[, x],
  base_model = c("SL.xgboost", "SL.ranger"),
  cvControl = list(V = length(v_raw), validRows = v_raw),
  number_cores = 4,
  seed = 1234
)

## 
## 
## The base models Cross validation result:
## 
##        SL.xgboost_All SL.ranger_All SL.predict
## weight      0.3776465     0.6223535   1.000000
## R2          0.8596721     0.8769333   0.988768
## RMSE       24.3083180    23.5561368   7.618139

end_time <- Sys.time()
end_time - start_time

## Time difference of 15.21112 secs

## when number_cores is missing, it will indicate user to set one based on the operation system.

#You have 8 cpu cores, How many cpu core you want to use:
# type the number to continue the process.

# prediction for testing dataset
pred_model2 <- deeper::predict(object = model2, newX = testset[, x])

3. Stacking meta models

After assessing the performances of base models, we now can move forward to the DEML by stacking meta models on it.

#Do include original feature
#object do not include newX dataset

## the training results
model3_stack <-
  stack_ensemble(
    object = model1,
    meta_model = c("SL.ranger", "SL.xgboost", "SL.glm"),
    original_feature = FALSE,
    X = trainset[, x]
  )

## 
## The meta models cross validation results:
## 
##        SL.ranger_All SL.xgboost_All SL.glm_All
## weight     0.1290582      0.0000000  0.8709418
## R2         0.8755974      0.8531346  0.8856880
## RMSE      22.8813053     24.9436295 21.9211647

#model3_stack$stack_ensemble_value

# Independent testing results
model3_DEML <-
  deeper::predict(object = model3_stack, newX = testset[, x])

print(apply(
  X = cbind(model3_DEML$pre_meta$library.predict,
        model3_DEML$pre_meta$pred),
  MARGIN = 2,
  FUN = caret::R2,
  obs = testset[, y]
))

##  SL.ranger_All SL.xgboost_All     SL.glm_All                
##      0.8652920      0.8556035      0.8825480      0.8817511

print(apply(
  X = cbind(model3_DEML$pre_meta$library.predict,
        model3_DEML$pre_meta$pred),
  MARGIN = 2,
  FUN = caret::RMSE,
  obs = testset[, y]
))

##  SL.ranger_All SL.xgboost_All     SL.glm_All                
##       24.49970       25.52245       22.87744       22.95329

3.1 Stacked meta models from scratch

We can create DEML directly by setting the base models and meta models. But considering the unknown impact of the underlying model and computation time, this is not recommended.

model4_stack <-
  stack_ensemble.fit(
    Y = trainset[, y],
    X = trainset[, x],
    base_model = c("SL.xgboost", ranger),
    meta_model = c("SL.ranger", "SL.xgboost", "SL.glm"),
    original_feature = FALSE
  )

## 
## 
## The base models Cross validation result:
## 
##        SL.xgboost_All SL.ranger_1_All SL.ranger_2_All SL.ranger_3_All
## weight      0.4990541       0.3383890      0.02878233       0.1337745
## R2          0.8880225       0.8898957      0.88537910       0.8883282
## RMSE       21.7221129      21.9017903     22.85908393      22.0179324
## 
## The meta models cross validation results:
## 
##        SL.ranger_All SL.xgboost_All SL.glm_All
## weight   0.009503538      0.0000000  0.9904965
## R2       0.884810096      0.8623604  0.8976670
## RMSE    22.022805870     24.1920229 20.7408156

3.2 Stacked meta models with paralleling computing

We also accelerate the calculation with paralleling computing in DEML.

Several key points are worthy to note:

• If the base model used parallel computing, the meta-model also needs to be parallel.

• When setting a specific CV index, please be consistent in meta-model training.

• Do not use all of your computation cores to do paralleling. Leave at least one for your operating system.

• ‘Original_feature’ is optional. It may generally improve your model performance but increase the computational complexity.

#Do not include original feature
model5_stack <-
  stack_ensemble_parallel(
    object = model2,
    Y = trainset[, y],
    meta_model = c("SL.glm"),
    original_feature = FALSE,
    cvControl = list(V = length(v_raw), validRows = v_raw),
    number_cores = 4
  )

## 
## The stack ensemble cross validation value:
## 
##        SL.glm_All     deeper
## weight  1.0000000  1.0000000
## R2      0.8729455  0.8802994
## RMSE   23.1140687 22.4318672

# the training results

# the testing results
pred_model5_stack <-
  deeper::predict(object = model5_stack, newX = testset[, x])

Challenging 3

Tasks:

1. Stacking meta models using RF and Xgboost (with original features) in Sydeny data to conduct DEML model

2. Achieving the final DEML model performance in testing dataset

# training the DEML model
model_challenging3 <- stack_ensemble(
  object = model_challenge2,
  Y = trainset_syd[, dependence],
  X = trainset_syd[, independence],
  meta_model = c("SL.ranger", "SL.xgboost"),
  original_feature = TRUE
)

## 
## The meta models cross validation results:
## 
##        SL.ranger_All SL.xgboost_All
## weight     0.4901894      0.5098106
## R2         0.8327214      0.8340376
## RMSE       1.3740199      1.3727787

Challenging 4

Task:

To estimate 10km grid cell yearly NO2 in Sydney.

Note: Please make sure all grid input data should keep the same data structure and variable types with the training data. Using ‘attr.all.equal’ to test the similarity.

Tips: Using ‘tidyverse::bind_rows’ to combine the training data and grid data first. And then splitting the grid data for prediction can always help to keep the same structure with training data.

4. Plot the results

We can finally have the scatter plot using ‘assess.plot’ function in deeper.

plot_DEML <-
  assess.plot(pre = model3_DEML$pre_meta$pred, obs = testset[, y])

print(plot_DEML$plot)

5. Citation

Wenhua Yu, Shanshan Li, Tingting Ye,Rongbin Xu, Jiangning Song, Yuming Guo (2022) Deep ensemble machine learning framework for the estimation of PM2.5 concentrations,Environmental health perspectives: https://doi.org/10.1289/EHP9752